2025-05-09 21:37:13 - 运行开始时间: 20250509_213713
2025-05-09 21:37:13 - 日志文件: logs/train_log_yelp_seed64_20250509_213713.txt
2025-05-09 21:37:13 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 21:37:13 - 无标签数据数量: 457
2025-05-09 21:37:13 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 21:37:14 - cross entropy weight: 1.000000 (不使用)
2025-05-09 21:37:14 - 伪标签策略：
2025-05-09 21:37:14 -   使用模型输出和聚类结果的融合
2025-05-09 21:37:14 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 21:37:14 - Epoch 0, 有标签损失: 0.7135, 一致性损失: 0.0000, 伪标签损失: 0.3396, LPL损失: 43.0767, 聚类损失: 1.1331, 总损失: 1.9862
2025-05-09 21:37:14 - Epoch 0, 测试集 AUC: 0.7006, PRE: 0.2470, REC: 0.8200, MF1: 0.5480, ACC1: 0.8200, ACC0: 0.5751, Gmean: 0.6867
2025-05-09 21:37:14 - 更新最佳测试结果 (Epoch 0): AUC 0.7006, PRE 0.2470, REC 0.8200, MF1 0.5480, ACC1 0.8200, ACC0 0.5751, Gmean 0.6867
2025-05-09 21:37:14 - Epoch 0, val mf1: 0.5454, val ACC1: 0.8359, val ACC0: 0.5658, val Gmean: 0.6877 (best 0.5454)
2025-05-09 21:37:15 - Epoch 1 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 21:37:15 - Epoch 1, 测试集 AUC: 0.6967, PRE: 0.2462, REC: 0.8076, MF1: 0.5482, ACC1: 0.8076, ACC0: 0.5797, Gmean: 0.6842
2025-05-09 21:37:15 - Epoch 1, val mf1: 0.5469, val ACC1: 0.8262, val ACC0: 0.5713, val Gmean: 0.6870 (best 0.5469)
2025-05-09 21:37:15 - Epoch 2 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:37:16 - Epoch 2, 测试集 AUC: 0.6933, PRE: 0.2452, REC: 0.7891, MF1: 0.5488, ACC1: 0.7891, ACC0: 0.5871, Gmean: 0.6806
2025-05-09 21:37:16 - Epoch 2, val mf1: 0.5468, val ACC1: 0.8079, val ACC0: 0.5775, val Gmean: 0.6831 (best 0.5469)
2025-05-09 21:37:16 - Epoch 3 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:37:16 - Epoch 3, 测试集 AUC: 0.6903, PRE: 0.2426, REC: 0.7602, MF1: 0.5482, ACC1: 0.7602, ACC0: 0.5964, Gmean: 0.6734
2025-05-09 21:37:16 - Epoch 3, val mf1: 0.5467, val ACC1: 0.7790, val ACC0: 0.5874, val Gmean: 0.6765 (best 0.5469)
2025-05-09 21:37:16 - Epoch 4 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:37:17 - Epoch 4, 测试集 AUC: 0.6884, PRE: 0.2385, REC: 0.7035, MF1: 0.5486, ACC1: 0.7035, ACC0: 0.6182, Gmean: 0.6595
2025-05-09 21:37:17 - Epoch 4, val mf1: 0.5481, val ACC1: 0.7180, val ACC0: 0.6120, val Gmean: 0.6629 (best 0.5481)
2025-05-09 21:37:17 - Epoch 5 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:37:17 - Epoch 5, 测试集 AUC: 0.6870, PRE: 0.2326, REC: 0.6189, MF1: 0.5492, ACC1: 0.6189, ACC0: 0.6529, Gmean: 0.6357
2025-05-09 21:37:17 - Epoch 5, val mf1: 0.5501, val ACC1: 0.6396, val ACC0: 0.6459, val Gmean: 0.6427 (best 0.5501)
2025-05-09 21:37:17 - Epoch 6 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:37:18 - Epoch 6, 测试集 AUC: 0.6861, PRE: 0.2275, REC: 0.4918, MF1: 0.5528, ACC1: 0.4918, ACC0: 0.7161, Gmean: 0.5934
2025-05-09 21:37:18 - Epoch 6, val mf1: 0.5581, val ACC1: 0.5126, val ACC0: 0.7145, val Gmean: 0.6052 (best 0.5581)
2025-05-09 21:37:18 - Epoch 7 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 21:37:18 - Epoch 7, 测试集 AUC: 0.6851, PRE: 0.2196, REC: 0.3267, MF1: 0.5500, ACC1: 0.3267, ACC0: 0.8026, Gmean: 0.5121
2025-05-09 21:37:18 - Epoch 7, val mf1: 0.5585, val ACC1: 0.3498, val ACC0: 0.8021, val Gmean: 0.5297 (best 0.5585)
2025-05-09 21:37:18 - Epoch 8 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:37:19 - Epoch 8, 测试集 AUC: 0.6842, PRE: 0.2156, REC: 0.1953, MF1: 0.5386, ACC1: 0.1953, ACC0: 0.8792, Gmean: 0.4144
2025-05-09 21:37:19 - Epoch 8, val mf1: 0.5487, val ACC1: 0.2160, val ACC0: 0.8787, val Gmean: 0.4356 (best 0.5585)
2025-05-09 21:37:19 - Epoch 9 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:37:19 - Epoch 9, 测试集 AUC: 0.6834, PRE: 0.2303, REC: 0.1188, MF1: 0.5262, ACC1: 0.1188, ACC0: 0.9325, Gmean: 0.3328
2025-05-09 21:37:19 - Epoch 9, val mf1: 0.5315, val ACC1: 0.1293, val ACC0: 0.9301, val Gmean: 0.3468 (best 0.5585)
2025-05-09 21:37:19 - Epoch 10 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:37:20 - Epoch 10, 有标签损失: 0.6579, 一致性损失: 0.0000, 伪标签损失: 0.4636, LPL损失: 8.1769, 聚类损失: 1.7122, 总损失: 1.8606
2025-05-09 21:37:20 - Epoch 10, 测试集 AUC: 0.6830, PRE: 0.2366, REC: 0.0824, MF1: 0.5135, ACC1: 0.0824, ACC0: 0.9548, Gmean: 0.2805
2025-05-09 21:37:20 - Epoch 10, val mf1: 0.5222, val ACC1: 0.0949, val ACC0: 0.9541, val Gmean: 0.3009 (best 0.5585)
2025-05-09 21:37:20 - Epoch 11 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:37:20 - Epoch 11, 测试集 AUC: 0.6832, PRE: 0.2475, REC: 0.0659, MF1: 0.5067, ACC1: 0.0659, ACC0: 0.9659, Gmean: 0.2524
2025-05-09 21:37:20 - Epoch 11, val mf1: 0.5140, val ACC1: 0.0766, val ACC0: 0.9642, val Gmean: 0.2717 (best 0.5585)
2025-05-09 21:37:20 - Epoch 12 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:37:21 - Epoch 12, 测试集 AUC: 0.6836, PRE: 0.2514, REC: 0.0589, MF1: 0.5032, ACC1: 0.0589, ACC0: 0.9702, Gmean: 0.2391
2025-05-09 21:37:21 - Epoch 12, val mf1: 0.5101, val ACC1: 0.0683, val ACC0: 0.9690, val Gmean: 0.2573 (best 0.5585)
2025-05-09 21:37:21 - Epoch 13 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:37:21 - Epoch 13, 测试集 AUC: 0.6832, PRE: 0.2502, REC: 0.0621, MF1: 0.5048, ACC1: 0.0621, ACC0: 0.9684, Gmean: 0.2452
2025-05-09 21:37:21 - Epoch 13, val mf1: 0.5110, val ACC1: 0.0702, val ACC0: 0.9678, val Gmean: 0.2606 (best 0.5585)
2025-05-09 21:37:21 - Epoch 14 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:37:22 - Epoch 14, 测试集 AUC: 0.6815, PRE: 0.2460, REC: 0.0736, MF1: 0.5105, ACC1: 0.0736, ACC0: 0.9617, Gmean: 0.2661
2025-05-09 21:37:22 - Epoch 14, val mf1: 0.5166, val ACC1: 0.0816, val ACC0: 0.9617, val Gmean: 0.2802 (best 0.5585)
2025-05-09 21:37:22 - Epoch 15 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:37:22 - Epoch 15, 测试集 AUC: 0.6779, PRE: 0.2396, REC: 0.0862, MF1: 0.5156, ACC1: 0.0862, ACC0: 0.9535, Gmean: 0.2868
2025-05-09 21:37:22 - Epoch 15, val mf1: 0.5218, val ACC1: 0.0949, val ACC0: 0.9535, val Gmean: 0.3008 (best 0.5585)
2025-05-09 21:37:22 - Epoch 16 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:37:23 - Epoch 16, 测试集 AUC: 0.6715, PRE: 0.2406, REC: 0.1012, MF1: 0.5219, ACC1: 0.1012, ACC0: 0.9457, Gmean: 0.3093
2025-05-09 21:37:23 - Epoch 16, val mf1: 0.5277, val ACC1: 0.1091, val ACC0: 0.9463, val Gmean: 0.3213 (best 0.5585)
2025-05-09 21:37:23 - Epoch 17 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:37:23 - Epoch 17, 测试集 AUC: 0.6599, PRE: 0.2442, REC: 0.1231, MF1: 0.5305, ACC1: 0.1231, ACC0: 0.9352, Gmean: 0.3392
2025-05-09 21:37:23 - Epoch 17, val mf1: 0.5322, val ACC1: 0.1256, val ACC0: 0.9353, val Gmean: 0.3428 (best 0.5585)
2025-05-09 21:37:23 - Epoch 18 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:37:24 - Epoch 18, 测试集 AUC: 0.6400, PRE: 0.2302, REC: 0.1614, MF1: 0.5378, ACC1: 0.1614, ACC0: 0.9082, Gmean: 0.3829
2025-05-09 21:37:24 - Epoch 18, val mf1: 0.5367, val ACC1: 0.1600, val ACC0: 0.9078, val Gmean: 0.3811 (best 0.5585)
2025-05-09 21:37:24 - Epoch 19 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:37:24 - Epoch 19, 测试集 AUC: 0.6346, PRE: 0.2227, REC: 0.1847, MF1: 0.5398, ACC1: 0.1847, ACC0: 0.8904, Gmean: 0.4055
2025-05-09 21:37:24 - Epoch 19, val mf1: 0.5403, val ACC1: 0.1834, val ACC0: 0.8925, val Gmean: 0.4046 (best 0.5585)
2025-05-09 21:37:25 - Epoch 20 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:37:25 - Epoch 20, 有标签损失: 0.5043, 一致性损失: 0.0000, 伪标签损失: 0.4984, LPL损失: 39.6690, 聚类损失: 1.3936, 总损失: 2.6685
2025-05-09 21:37:25 - Epoch 20, 测试集 AUC: 0.6317, PRE: 0.2219, REC: 0.2249, MF1: 0.5451, ACC1: 0.2249, ACC0: 0.8659, Gmean: 0.4413
2025-05-09 21:37:25 - Epoch 20, val mf1: 0.5453, val ACC1: 0.2238, val ACC0: 0.8671, val Gmean: 0.4405 (best 0.5585)
2025-05-09 21:37:25 - Epoch 21 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:37:25 - Epoch 21, 测试集 AUC: 0.6296, PRE: 0.2155, REC: 0.2700, MF1: 0.5455, ACC1: 0.2700, ACC0: 0.8329, Gmean: 0.4743
2025-05-09 21:37:25 - Epoch 21, val mf1: 0.5481, val ACC1: 0.2742, val ACC0: 0.8343, val Gmean: 0.4783 (best 0.5585)
2025-05-09 21:37:26 - Epoch 22 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:37:26 - Epoch 22, 测试集 AUC: 0.6318, PRE: 0.2162, REC: 0.2965, MF1: 0.5470, ACC1: 0.2965, ACC0: 0.8173, Gmean: 0.4922
2025-05-09 21:37:26 - Epoch 22, val mf1: 0.5493, val ACC1: 0.3008, val ACC0: 0.8183, val Gmean: 0.4961 (best 0.5585)
2025-05-09 21:37:26 - Epoch 23 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-09 21:37:27 - Epoch 23, 测试集 AUC: 0.6386, PRE: 0.2186, REC: 0.3062, MF1: 0.5489, ACC1: 0.3062, ACC0: 0.8140, Gmean: 0.4992
2025-05-09 21:37:27 - Epoch 23, val mf1: 0.5506, val ACC1: 0.3090, val ACC0: 0.8149, val Gmean: 0.5018 (best 0.5585)
2025-05-09 21:37:27 - Epoch 24 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 21:37:27 - Epoch 24, 测试集 AUC: 0.6467, PRE: 0.2221, REC: 0.3044, MF1: 0.5511, ACC1: 0.3044, ACC0: 0.8188, Gmean: 0.4992
2025-05-09 21:37:27 - Epoch 24, val mf1: 0.5528, val ACC1: 0.3077, val ACC0: 0.8194, val Gmean: 0.5021 (best 0.5585)
2025-05-09 21:37:27 - Epoch 25 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:37:28 - Epoch 25, 测试集 AUC: 0.6560, PRE: 0.2255, REC: 0.3062, MF1: 0.5533, ACC1: 0.3062, ACC0: 0.8212, Gmean: 0.5014
2025-05-09 21:37:28 - Epoch 25, val mf1: 0.5535, val ACC1: 0.3049, val ACC0: 0.8222, val Gmean: 0.5007 (best 0.5585)
2025-05-09 21:37:28 - Epoch 26 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:37:28 - Epoch 26, 测试集 AUC: 0.6629, PRE: 0.2270, REC: 0.3170, MF1: 0.5548, ACC1: 0.3170, ACC0: 0.8165, Gmean: 0.5088
2025-05-09 21:37:28 - Epoch 26, val mf1: 0.5537, val ACC1: 0.3122, val ACC0: 0.8178, val Gmean: 0.5053 (best 0.5585)
2025-05-09 21:37:28 - Epoch 27 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:37:28 - Epoch 27, 测试集 AUC: 0.6684, PRE: 0.2297, REC: 0.3226, MF1: 0.5567, ACC1: 0.3226, ACC0: 0.8161, Gmean: 0.5131
2025-05-09 21:37:28 - Epoch 27, val mf1: 0.5558, val ACC1: 0.3187, val ACC0: 0.8172, val Gmean: 0.5103 (best 0.5585)
2025-05-09 21:37:29 - Epoch 28 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:37:29 - Epoch 28, 测试集 AUC: 0.6730, PRE: 0.2326, REC: 0.3258, MF1: 0.5587, ACC1: 0.3258, ACC0: 0.8173, Gmean: 0.5160
2025-05-09 21:37:29 - Epoch 28, val mf1: 0.5563, val ACC1: 0.3177, val ACC0: 0.8184, val Gmean: 0.5100 (best 0.5585)
2025-05-09 21:37:29 - Epoch 29 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 21:37:29 - Epoch 29, 测试集 AUC: 0.6763, PRE: 0.2354, REC: 0.3333, MF1: 0.5609, ACC1: 0.3333, ACC0: 0.8160, Gmean: 0.5215
2025-05-09 21:37:29 - Epoch 29, val mf1: 0.5577, val ACC1: 0.3232, val ACC0: 0.8172, val Gmean: 0.5140 (best 0.5585)
2025-05-09 21:37:30 - Epoch 30 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 21:37:30 - Epoch 30, 有标签损失: 0.4015, 一致性损失: 0.0000, 伪标签损失: 0.5879, LPL损失: 7.2266, 聚类损失: 1.7978, 总损失: 0.9230
2025-05-09 21:37:30 - Epoch 30, 测试集 AUC: 0.6790, PRE: 0.2381, REC: 0.3222, MF1: 0.5621, ACC1: 0.3222, ACC0: 0.8247, Gmean: 0.5155
2025-05-09 21:37:30 - Epoch 30, val mf1: 0.5593, val ACC1: 0.3136, val ACC0: 0.8259, val Gmean: 0.5089 (best 0.5593)
2025-05-09 21:37:30 - Epoch 31 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 21:37:30 - Epoch 31, 测试集 AUC: 0.6798, PRE: 0.2365, REC: 0.2899, MF1: 0.5589, ACC1: 0.2899, ACC0: 0.8409, Gmean: 0.4937
2025-05-09 21:37:30 - Epoch 31, val mf1: 0.5580, val ACC1: 0.2847, val ACC0: 0.8430, val Gmean: 0.4899 (best 0.5593)
2025-05-09 21:37:31 - Epoch 32 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:37:31 - Epoch 32, 测试集 AUC: 0.6806, PRE: 0.2375, REC: 0.2676, MF1: 0.5575, ACC1: 0.2676, ACC0: 0.8540, Gmean: 0.4780
2025-05-09 21:37:31 - Epoch 32, val mf1: 0.5583, val ACC1: 0.2673, val ACC0: 0.8554, val Gmean: 0.4782 (best 0.5593)
2025-05-09 21:37:31 - Epoch 33 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:37:31 - Epoch 33, 测试集 AUC: 0.6833, PRE: 0.2395, REC: 0.2425, MF1: 0.5555, ACC1: 0.2425, ACC0: 0.8691, Gmean: 0.4591
2025-05-09 21:37:31 - Epoch 33, val mf1: 0.5581, val ACC1: 0.2476, val ACC0: 0.8695, val Gmean: 0.4640 (best 0.5593)
2025-05-09 21:37:32 - Epoch 34 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 21:37:32 - Epoch 34, 测试集 AUC: 0.6852, PRE: 0.2420, REC: 0.2217, MF1: 0.5536, ACC1: 0.2217, ACC0: 0.8819, Gmean: 0.4422
2025-05-09 21:37:32 - Epoch 34, val mf1: 0.5570, val ACC1: 0.2288, val ACC0: 0.8819, val Gmean: 0.4492 (best 0.5593)
2025-05-09 21:37:32 - Epoch 35 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:37:32 - Epoch 35, 测试集 AUC: 0.6863, PRE: 0.2438, REC: 0.2057, MF1: 0.5515, ACC1: 0.2057, ACC0: 0.8916, Gmean: 0.4282
2025-05-09 21:37:32 - Epoch 35, val mf1: 0.5565, val ACC1: 0.2127, val ACC0: 0.8936, val Gmean: 0.4360 (best 0.5593)
2025-05-09 21:37:33 - Epoch 36 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:37:33 - Epoch 36, 测试集 AUC: 0.6877, PRE: 0.2536, REC: 0.1806, MF1: 0.5495, ACC1: 0.1806, ACC0: 0.9096, Gmean: 0.4053
2025-05-09 21:37:33 - Epoch 36, val mf1: 0.5525, val ACC1: 0.1839, val ACC0: 0.9115, val Gmean: 0.4094 (best 0.5593)
2025-05-09 21:37:33 - Epoch 37 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:37:33 - Epoch 37, 测试集 AUC: 0.6881, PRE: 0.2594, REC: 0.1594, MF1: 0.5454, ACC1: 0.1594, ACC0: 0.9226, Gmean: 0.3835
2025-05-09 21:37:33 - Epoch 37, val mf1: 0.5474, val ACC1: 0.1609, val ACC0: 0.9243, val Gmean: 0.3857 (best 0.5593)
2025-05-09 21:37:33 - Epoch 38 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:37:34 - Epoch 38, 测试集 AUC: 0.6893, PRE: 0.2695, REC: 0.1404, MF1: 0.5417, ACC1: 0.1404, ACC0: 0.9353, Gmean: 0.3624
2025-05-09 21:37:34 - Epoch 38, val mf1: 0.5422, val ACC1: 0.1408, val ACC0: 0.9358, val Gmean: 0.3629 (best 0.5593)
2025-05-09 21:37:34 - Epoch 39 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 21:37:34 - Epoch 39, 测试集 AUC: 0.6899, PRE: 0.2746, REC: 0.1303, MF1: 0.5390, ACC1: 0.1303, ACC0: 0.9415, Gmean: 0.3502
2025-05-09 21:37:34 - Epoch 39, val mf1: 0.5393, val ACC1: 0.1307, val ACC0: 0.9416, val Gmean: 0.3508 (best 0.5593)
2025-05-09 21:37:34 - Epoch 40 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:37:35 - Epoch 40, 有标签损失: 0.2883, 一致性损失: 0.0000, 伪标签损失: 0.7815, LPL损失: 34.8115, 聚类损失: 2.4753, 总损失: 2.6455
2025-05-09 21:37:35 - Epoch 40, 测试集 AUC: 0.6910, PRE: 0.2818, REC: 0.1174, MF1: 0.5350, ACC1: 0.1174, ACC0: 0.9491, Gmean: 0.3338
2025-05-09 21:37:35 - Epoch 40, val mf1: 0.5356, val ACC1: 0.1188, val ACC0: 0.9486, val Gmean: 0.3356 (best 0.5593)
2025-05-09 21:37:35 - Epoch 41 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:37:35 - Epoch 41, 测试集 AUC: 0.6920, PRE: 0.2925, REC: 0.1007, MF1: 0.5289, ACC1: 0.1007, ACC0: 0.9586, Gmean: 0.3107
2025-05-09 21:37:35 - Epoch 41, val mf1: 0.5296, val ACC1: 0.1027, val ACC0: 0.9574, val Gmean: 0.3136 (best 0.5593)
2025-05-09 21:37:35 - Epoch 42 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:37:36 - Epoch 42, 测试集 AUC: 0.6925, PRE: 0.3038, REC: 0.0914, MF1: 0.5254, ACC1: 0.0914, ACC0: 0.9644, Gmean: 0.2970
2025-05-09 21:37:36 - Epoch 42, val mf1: 0.5254, val ACC1: 0.0912, val ACC0: 0.9645, val Gmean: 0.2967 (best 0.5593)
2025-05-09 21:37:36 - Epoch 43 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:37:36 - Epoch 43, 测试集 AUC: 0.6934, PRE: 0.3118, REC: 0.0881, MF1: 0.5243, ACC1: 0.0881, ACC0: 0.9670, Gmean: 0.2918
2025-05-09 21:37:36 - Epoch 43, val mf1: 0.5259, val ACC1: 0.0899, val ACC0: 0.9673, val Gmean: 0.2948 (best 0.5593)
2025-05-09 21:37:36 - Epoch 44 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:37:37 - Epoch 44, 测试集 AUC: 0.6939, PRE: 0.2347, REC: 0.8065, MF1: 0.5305, ACC1: 0.8065, ACC0: 0.5530, Gmean: 0.6678
2025-05-09 21:37:37 - Epoch 44, val mf1: 0.5289, val ACC1: 0.8161, val ACC0: 0.5473, val Gmean: 0.6683 (best 0.5593)
2025-05-09 21:37:37 - Epoch 45 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:37:37 - Epoch 45, 测试集 AUC: 0.6940, PRE: 0.2366, REC: 0.7977, MF1: 0.5346, ACC1: 0.7977, ACC0: 0.5624, Gmean: 0.6698
2025-05-09 21:37:37 - Epoch 45, val mf1: 0.5335, val ACC1: 0.8061, val ACC0: 0.5577, val Gmean: 0.6705 (best 0.5593)
2025-05-09 21:37:37 - Epoch 46 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:37:38 - Epoch 46, 测试集 AUC: 0.6939, PRE: 0.2372, REC: 0.7857, MF1: 0.5371, ACC1: 0.7857, ACC0: 0.5703, Gmean: 0.6694
2025-05-09 21:37:38 - Epoch 46, val mf1: 0.5365, val ACC1: 0.7996, val ACC0: 0.5646, val Gmean: 0.6719 (best 0.5593)
2025-05-09 21:37:38 - Epoch 47 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:37:38 - Epoch 47, 测试集 AUC: 0.6942, PRE: 0.2398, REC: 0.7733, MF1: 0.5427, ACC1: 0.7733, ACC0: 0.5832, Gmean: 0.6716
2025-05-09 21:37:38 - Epoch 47, val mf1: 0.5421, val ACC1: 0.7863, val ACC0: 0.5778, val Gmean: 0.6740 (best 0.5593)
2025-05-09 21:37:38 - Epoch 48 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:37:39 - Epoch 48, 测试集 AUC: 0.6941, PRE: 0.2407, REC: 0.7674, MF1: 0.5447, ACC1: 0.7674, ACC0: 0.5885, Gmean: 0.6720
2025-05-09 21:37:39 - Epoch 48, val mf1: 0.5433, val ACC1: 0.7772, val ACC0: 0.5828, val Gmean: 0.6730 (best 0.5593)
2025-05-09 21:37:39 - Epoch 49 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:37:39 - Epoch 49, 测试集 AUC: 0.6946, PRE: 0.2412, REC: 0.7625, MF1: 0.5460, ACC1: 0.7625, ACC0: 0.5923, Gmean: 0.6720
2025-05-09 21:37:39 - Epoch 49, val mf1: 0.5449, val ACC1: 0.7712, val ACC0: 0.5874, val Gmean: 0.6731 (best 0.5593)
2025-05-09 21:37:39 - Epoch 50 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:37:40 - Epoch 50, 有标签损失: 0.1509, 一致性损失: 0.0000, 伪标签损失: 0.8430, LPL损失: 30.9022, 聚类损失: 3.0241, 总损失: 2.4056
2025-05-09 21:37:40 - Epoch 50, 测试集 AUC: 0.6954, PRE: 0.2432, REC: 0.7584, MF1: 0.5492, ACC1: 0.7584, ACC0: 0.5987, Gmean: 0.6738
2025-05-09 21:37:40 - Epoch 50, val mf1: 0.5474, val ACC1: 0.7643, val ACC0: 0.5938, val Gmean: 0.6737 (best 0.5593)
2025-05-09 21:37:40 - Epoch 51 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:37:40 - Epoch 51, 测试集 AUC: 0.6957, PRE: 0.2437, REC: 0.7543, MF1: 0.5504, ACC1: 0.7543, ACC0: 0.6019, Gmean: 0.6738
2025-05-09 21:37:40 - Epoch 51, val mf1: 0.5489, val ACC1: 0.7597, val ACC0: 0.5977, val Gmean: 0.6739 (best 0.5593)
2025-05-09 21:37:41 - Epoch 52 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:37:41 - Epoch 52, 测试集 AUC: 0.6958, PRE: 0.2434, REC: 0.7530, MF1: 0.5502, ACC1: 0.7530, ACC0: 0.6022, Gmean: 0.6734
2025-05-09 21:37:41 - Epoch 52, val mf1: 0.5489, val ACC1: 0.7584, val ACC0: 0.5982, val Gmean: 0.6735 (best 0.5593)
2025-05-09 21:37:41 - Epoch 53 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:37:41 - Epoch 53, 测试集 AUC: 0.6961, PRE: 0.2736, REC: 0.1571, MF1: 0.5481, ACC1: 0.1571, ACC0: 0.9291, Gmean: 0.3821
2025-05-09 21:37:41 - Epoch 53, val mf1: 0.5497, val ACC1: 0.1582, val ACC0: 0.9305, val Gmean: 0.3837 (best 0.5593)
2025-05-09 21:37:42 - Epoch 54 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:37:42 - Epoch 54, 测试集 AUC: 0.6966, PRE: 0.2707, REC: 0.1727, MF1: 0.5521, ACC1: 0.1727, ACC0: 0.9209, Gmean: 0.3988
2025-05-09 21:37:42 - Epoch 54, val mf1: 0.5535, val ACC1: 0.1738, val ACC0: 0.9221, val Gmean: 0.4003 (best 0.5593)
2025-05-09 21:37:42 - Epoch 55 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:37:42 - Epoch 55, 测试集 AUC: 0.6966, PRE: 0.2722, REC: 0.1872, MF1: 0.5565, ACC1: 0.1872, ACC0: 0.9149, Gmean: 0.4138
2025-05-09 21:37:42 - Epoch 55, val mf1: 0.5565, val ACC1: 0.1889, val ACC0: 0.9134, val Gmean: 0.4154 (best 0.5593)
2025-05-09 21:37:42 - Epoch 56 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:37:43 - Epoch 56, 测试集 AUC: 0.6961, PRE: 0.2710, REC: 0.2039, MF1: 0.5604, ACC1: 0.2039, ACC0: 0.9068, Gmean: 0.4300
2025-05-09 21:37:43 - Epoch 56, val mf1: 0.5620, val ACC1: 0.2086, val ACC0: 0.9054, val Gmean: 0.4346 (best 0.5620)
2025-05-09 21:37:43 - Epoch 57 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:37:43 - Epoch 57, 测试集 AUC: 0.6951, PRE: 0.2732, REC: 0.2262, MF1: 0.5661, ACC1: 0.2262, ACC0: 0.8977, Gmean: 0.4507
2025-05-09 21:37:43 - Epoch 57, val mf1: 0.5669, val ACC1: 0.2293, val ACC0: 0.8965, val Gmean: 0.4534 (best 0.5669)
2025-05-09 21:37:43 - Epoch 58 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 21:37:44 - Epoch 58, 测试集 AUC: 0.6952, PRE: 0.2716, REC: 0.2452, MF1: 0.5693, ACC1: 0.2452, ACC0: 0.8882, Gmean: 0.4667
2025-05-09 21:37:44 - Epoch 58, val mf1: 0.5707, val ACC1: 0.2503, val ACC0: 0.8865, val Gmean: 0.4711 (best 0.5707)
2025-05-09 21:37:44 - Epoch 59 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:37:44 - Epoch 59, 测试集 AUC: 0.6962, PRE: 0.2672, REC: 0.2619, MF1: 0.5705, ACC1: 0.2619, ACC0: 0.8779, Gmean: 0.4795
2025-05-09 21:37:44 - Epoch 59, val mf1: 0.5731, val ACC1: 0.2669, val ACC0: 0.8783, val Gmean: 0.4841 (best 0.5731)
2025-05-09 21:37:44 - Epoch 60 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:37:45 - Epoch 60, 有标签损失: 0.0773, 一致性损失: 0.0000, 伪标签损失: 1.0643, LPL损失: 25.6793, 聚类损失: 4.0681, 总损失: 1.8769
2025-05-09 21:37:45 - Epoch 60, 测试集 AUC: 0.6977, PRE: 0.2678, REC: 0.2822, MF1: 0.5738, ACC1: 0.2822, ACC0: 0.8688, Gmean: 0.4952
2025-05-09 21:37:45 - Epoch 60, val mf1: 0.5758, val ACC1: 0.2870, val ACC0: 0.8685, val Gmean: 0.4993 (best 0.5758)
2025-05-09 21:37:45 - Epoch 61 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:37:45 - Epoch 61, 测试集 AUC: 0.6996, PRE: 0.2677, REC: 0.3030, MF1: 0.5765, ACC1: 0.3030, ACC0: 0.8591, Gmean: 0.5102
2025-05-09 21:37:45 - Epoch 61, val mf1: 0.5785, val ACC1: 0.3077, val ACC0: 0.8590, val Gmean: 0.5141 (best 0.5785)
2025-05-09 21:37:45 - Epoch 62 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:37:46 - Epoch 62, 测试集 AUC: 0.7020, PRE: 0.2685, REC: 0.3258, MF1: 0.5796, ACC1: 0.3258, ACC0: 0.8491, Gmean: 0.5260
2025-05-09 21:37:46 - 更新最佳测试结果 (Epoch 62): AUC 0.7020, PRE 0.2685, REC 0.3258, MF1 0.5796, ACC1 0.3258, ACC0 0.8491, Gmean 0.5260
2025-05-09 21:37:46 - Epoch 62, val mf1: 0.5796, val ACC1: 0.3251, val ACC0: 0.8496, val Gmean: 0.5255 (best 0.5796)
2025-05-09 21:37:46 - Epoch 63 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:37:46 - Epoch 63, 测试集 AUC: 0.7046, PRE: 0.2694, REC: 0.3364, MF1: 0.5812, ACC1: 0.3364, ACC0: 0.8449, Gmean: 0.5332
2025-05-09 21:37:46 - 更新最佳测试结果 (Epoch 63): AUC 0.7046, PRE 0.2694, REC 0.3364, MF1 0.5812, ACC1 0.3364, ACC0 0.8449, Gmean 0.5332
2025-05-09 21:37:46 - Epoch 63, val mf1: 0.5821, val ACC1: 0.3384, val ACC0: 0.8451, val Gmean: 0.5347 (best 0.5821)
2025-05-09 21:37:46 - Epoch 64 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:37:47 - Epoch 64, 测试集 AUC: 0.7068, PRE: 0.2719, REC: 0.3364, MF1: 0.5825, ACC1: 0.3364, ACC0: 0.8469, Gmean: 0.5338
2025-05-09 21:37:47 - 更新最佳测试结果 (Epoch 64): AUC 0.7068, PRE 0.2719, REC 0.3364, MF1 0.5825, ACC1 0.3364, ACC0 0.8469, Gmean 0.5338
2025-05-09 21:37:47 - Epoch 64, val mf1: 0.5832, val ACC1: 0.3384, val ACC0: 0.8466, val Gmean: 0.5352 (best 0.5832)
2025-05-09 21:37:47 - Epoch 65 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 21:37:47 - Epoch 65, 测试集 AUC: 0.7088, PRE: 0.2745, REC: 0.3281, MF1: 0.5829, ACC1: 0.3281, ACC0: 0.8526, Gmean: 0.5289
2025-05-09 21:37:47 - 更新最佳测试结果 (Epoch 65): AUC 0.7088, PRE 0.2745, REC 0.3281, MF1 0.5829, ACC1 0.3281, ACC0 0.8526, Gmean 0.5289
2025-05-09 21:37:47 - Epoch 65, val mf1: 0.5833, val ACC1: 0.3278, val ACC0: 0.8533, val Gmean: 0.5289 (best 0.5833)
2025-05-09 21:37:47 - Epoch 66 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:37:48 - Epoch 66, 测试集 AUC: 0.7102, PRE: 0.2771, REC: 0.3098, MF1: 0.5819, ACC1: 0.3098, ACC0: 0.8626, Gmean: 0.5169
2025-05-09 21:37:48 - 更新最佳测试结果 (Epoch 66): AUC 0.7102, PRE 0.2771, REC 0.3098, MF1 0.5819, ACC1 0.3098, ACC0 0.8626, Gmean 0.5169
2025-05-09 21:37:48 - Epoch 66, val mf1: 0.5826, val ACC1: 0.3132, val ACC0: 0.8614, val Gmean: 0.5194 (best 0.5833)
2025-05-09 21:37:48 - Epoch 67 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:37:48 - Epoch 67, 测试集 AUC: 0.7110, PRE: 0.2848, REC: 0.2928, MF1: 0.5829, ACC1: 0.2928, ACC0: 0.8750, Gmean: 0.5062
2025-05-09 21:37:48 - 更新最佳测试结果 (Epoch 67): AUC 0.7110, PRE 0.2848, REC 0.2928, MF1 0.5829, ACC1 0.2928, ACC0 0.8750, Gmean 0.5062
2025-05-09 21:37:48 - Epoch 67, val mf1: 0.5831, val ACC1: 0.2971, val ACC0: 0.8725, val Gmean: 0.5091 (best 0.5833)
2025-05-09 21:37:49 - Epoch 68 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:37:49 - Epoch 68, 测试集 AUC: 0.7116, PRE: 0.2854, REC: 0.2718, MF1: 0.5796, ACC1: 0.2718, ACC0: 0.8843, Gmean: 0.4903
2025-05-09 21:37:49 - 更新最佳测试结果 (Epoch 68): AUC 0.7116, PRE 0.2854, REC 0.2718, MF1 0.5796, ACC1 0.2718, ACC0 0.8843, Gmean 0.4903
2025-05-09 21:37:49 - Epoch 68, val mf1: 0.5817, val ACC1: 0.2788, val ACC0: 0.8826, val Gmean: 0.4960 (best 0.5833)
2025-05-09 21:37:49 - Epoch 69 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:37:49 - Epoch 69, 测试集 AUC: 0.7120, PRE: 0.2873, REC: 0.2615, MF1: 0.5784, ACC1: 0.2615, ACC0: 0.8898, Gmean: 0.4823
2025-05-09 21:37:49 - 更新最佳测试结果 (Epoch 69): AUC 0.7120, PRE 0.2873, REC 0.2615, MF1 0.5784, ACC1 0.2615, ACC0 0.8898, Gmean 0.4823
2025-05-09 21:37:49 - Epoch 69, val mf1: 0.5807, val ACC1: 0.2696, val ACC0: 0.8875, val Gmean: 0.4891 (best 0.5833)
2025-05-09 21:37:49 - Epoch 70 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:37:50 - Epoch 70, 有标签损失: 0.0574, 一致性损失: 0.0000, 伪标签损失: 0.8332, LPL损失: 27.2510, 聚类损失: 5.3890, 总损失: 2.0735
2025-05-09 21:37:50 - Epoch 70, 测试集 AUC: 0.7124, PRE: 0.2910, REC: 0.2527, MF1: 0.5779, ACC1: 0.2527, ACC0: 0.8953, Gmean: 0.4756
2025-05-09 21:37:50 - 更新最佳测试结果 (Epoch 70): AUC 0.7124, PRE 0.2910, REC 0.2527, MF1 0.5779, ACC1 0.2527, ACC0 0.8953, Gmean 0.4756
2025-05-09 21:37:50 - Epoch 70, val mf1: 0.5798, val ACC1: 0.2600, val ACC0: 0.8928, val Gmean: 0.4818 (best 0.5833)
2025-05-09 21:37:50 - Epoch 71 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:37:50 - Epoch 71, 测试集 AUC: 0.7128, PRE: 0.2946, REC: 0.2434, MF1: 0.5772, ACC1: 0.2434, ACC0: 0.9009, Gmean: 0.4683
2025-05-09 21:37:50 - 更新最佳测试结果 (Epoch 71): AUC 0.7128, PRE 0.2946, REC 0.2434, MF1 0.5772, ACC1 0.2434, ACC0 0.9009, Gmean 0.4683
2025-05-09 21:37:50 - Epoch 71, val mf1: 0.5784, val ACC1: 0.2513, val ACC0: 0.8971, val Gmean: 0.4748 (best 0.5833)
2025-05-09 21:37:50 - Epoch 72 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:37:51 - Epoch 72, 测试集 AUC: 0.7131, PRE: 0.2923, REC: 0.2330, MF1: 0.5740, ACC1: 0.2330, ACC0: 0.9041, Gmean: 0.4590
2025-05-09 21:37:51 - 更新最佳测试结果 (Epoch 72): AUC 0.7131, PRE 0.2923, REC 0.2330, MF1 0.5740, ACC1 0.2330, ACC0 0.9041, Gmean 0.4590
2025-05-09 21:37:51 - Epoch 72, val mf1: 0.5774, val ACC1: 0.2435, val ACC0: 0.9012, val Gmean: 0.4684 (best 0.5833)
2025-05-09 21:37:51 - Epoch 73 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:37:51 - Epoch 73, 测试集 AUC: 0.7135, PRE: 0.2951, REC: 0.2310, MF1: 0.5744, ACC1: 0.2310, ACC0: 0.9062, Gmean: 0.4575
2025-05-09 21:37:51 - 更新最佳测试结果 (Epoch 73): AUC 0.7135, PRE 0.2951, REC 0.2310, MF1 0.5744, ACC1 0.2310, ACC0 0.9062, Gmean 0.4575
2025-05-09 21:37:51 - Epoch 73, val mf1: 0.5766, val ACC1: 0.2403, val ACC0: 0.9024, val Gmean: 0.4656 (best 0.5833)
2025-05-09 21:37:51 - Epoch 74 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:37:52 - Epoch 74, 测试集 AUC: 0.7138, PRE: 0.2969, REC: 0.2321, MF1: 0.5753, ACC1: 0.2321, ACC0: 0.9065, Gmean: 0.4587
2025-05-09 21:37:52 - 更新最佳测试结果 (Epoch 74): AUC 0.7138, PRE 0.2969, REC 0.2321, MF1 0.5753, ACC1 0.2321, ACC0 0.9065, Gmean 0.4587
2025-05-09 21:37:52 - Epoch 74, val mf1: 0.5768, val ACC1: 0.2403, val ACC0: 0.9027, val Gmean: 0.4657 (best 0.5833)
2025-05-09 21:37:52 - Epoch 75 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:37:52 - Epoch 75, 测试集 AUC: 0.7141, PRE: 0.2974, REC: 0.2344, MF1: 0.5760, ACC1: 0.2344, ACC0: 0.9059, Gmean: 0.4608
2025-05-09 21:37:52 - 更新最佳测试结果 (Epoch 75): AUC 0.7141, PRE 0.2974, REC 0.2344, MF1 0.5760, ACC1 0.2344, ACC0 0.9059, Gmean 0.4608
2025-05-09 21:37:52 - Epoch 75, val mf1: 0.5783, val ACC1: 0.2444, val ACC0: 0.9017, val Gmean: 0.4694 (best 0.5833)
2025-05-09 21:37:52 - Epoch 76 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:37:53 - Epoch 76, 测试集 AUC: 0.7139, PRE: 0.2988, REC: 0.2459, MF1: 0.5791, ACC1: 0.2459, ACC0: 0.9019, Gmean: 0.4709
2025-05-09 21:37:53 - Epoch 76, val mf1: 0.5808, val ACC1: 0.2549, val ACC0: 0.8978, val Gmean: 0.4784 (best 0.5833)
2025-05-09 21:37:53 - Epoch 77 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:37:53 - Epoch 77, 测试集 AUC: 0.7132, PRE: 0.2979, REC: 0.2572, MF1: 0.5814, ACC1: 0.2572, ACC0: 0.8970, Gmean: 0.4803
2025-05-09 21:37:53 - Epoch 77, val mf1: 0.5823, val ACC1: 0.2650, val ACC0: 0.8928, val Gmean: 0.4864 (best 0.5833)
2025-05-09 21:37:53 - Epoch 78 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:37:54 - Epoch 78, 测试集 AUC: 0.7120, PRE: 0.2970, REC: 0.2730, MF1: 0.5843, ACC1: 0.2730, ACC0: 0.8901, Gmean: 0.4929
2025-05-09 21:37:54 - Epoch 78, val mf1: 0.5842, val ACC1: 0.2792, val ACC0: 0.8858, val Gmean: 0.4973 (best 0.5842)
2025-05-09 21:37:54 - Epoch 79 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:37:54 - Epoch 79, 测试集 AUC: 0.7092, PRE: 0.2954, REC: 0.2858, MF1: 0.5861, ACC1: 0.2858, ACC0: 0.8841, Gmean: 0.5027
2025-05-09 21:37:54 - Epoch 79, val mf1: 0.5873, val ACC1: 0.2925, val ACC0: 0.8814, val Gmean: 0.5078 (best 0.5873)
2025-05-09 21:37:54 - Epoch 80 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 21:37:54 - Epoch 80, 有标签损失: 0.0115, 一致性损失: 0.0000, 伪标签损失: 1.1911, LPL损失: 19.6444, 聚类损失: 4.7688, 总损失: 2.7922
2025-05-09 21:37:55 - Epoch 80, 测试集 AUC: 0.7068, PRE: 0.2977, REC: 0.2831, MF1: 0.5865, ACC1: 0.2831, ACC0: 0.8865, Gmean: 0.5010
2025-05-09 21:37:55 - Epoch 80, val mf1: 0.5866, val ACC1: 0.2884, val ACC0: 0.8831, val Gmean: 0.5047 (best 0.5873)
2025-05-09 21:37:55 - Epoch 81 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:37:55 - Epoch 81, 测试集 AUC: 0.7050, PRE: 0.3029, REC: 0.2617, MF1: 0.5841, ACC1: 0.2617, ACC0: 0.8976, Gmean: 0.4847
2025-05-09 21:37:55 - Epoch 81, val mf1: 0.5844, val ACC1: 0.2673, val ACC0: 0.8942, val Gmean: 0.4889 (best 0.5873)
2025-05-09 21:37:55 - Epoch 82 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:37:56 - Epoch 82, 测试集 AUC: 0.7027, PRE: 0.3056, REC: 0.2382, MF1: 0.5795, ACC1: 0.2382, ACC0: 0.9080, Gmean: 0.4651
2025-05-09 21:37:56 - Epoch 82, val mf1: 0.5821, val ACC1: 0.2476, val ACC0: 0.9048, val Gmean: 0.4733 (best 0.5873)
2025-05-09 21:37:56 - Epoch 83 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:37:56 - Epoch 83, 测试集 AUC: 0.6997, PRE: 0.3178, REC: 0.2197, MF1: 0.5780, ACC1: 0.2197, ACC0: 0.9198, Gmean: 0.4495
2025-05-09 21:37:56 - Epoch 83, val mf1: 0.5752, val ACC1: 0.2182, val ACC0: 0.9170, val Gmean: 0.4474 (best 0.5873)
2025-05-09 21:37:56 - Epoch 84 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:37:57 - Epoch 84, 测试集 AUC: 0.6961, PRE: 0.3288, REC: 0.2041, MF1: 0.5760, ACC1: 0.2041, ACC0: 0.9292, Gmean: 0.4355
2025-05-09 21:37:57 - Epoch 84, val mf1: 0.5715, val ACC1: 0.1994, val ACC0: 0.9266, val Gmean: 0.4299 (best 0.5873)
2025-05-09 21:37:57 - Epoch 85 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:37:57 - Epoch 85, 测试集 AUC: 0.6923, PRE: 0.3361, REC: 0.1901, MF1: 0.5728, ACC1: 0.1901, ACC0: 0.9362, Gmean: 0.4219
2025-05-09 21:37:57 - Epoch 85, val mf1: 0.5677, val ACC1: 0.1848, val ACC0: 0.9334, val Gmean: 0.4153 (best 0.5873)
2025-05-09 21:37:57 - Epoch 86 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:37:58 - Epoch 86, 测试集 AUC: 0.6899, PRE: 0.3465, REC: 0.1743, MF1: 0.5689, ACC1: 0.1743, ACC0: 0.9441, Gmean: 0.4057
2025-05-09 21:37:58 - Epoch 86, val mf1: 0.5654, val ACC1: 0.1715, val ACC0: 0.9417, val Gmean: 0.4019 (best 0.5873)
2025-05-09 21:37:58 - Epoch 87 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:37:58 - Epoch 87, 测试集 AUC: 0.6879, PRE: 0.3553, REC: 0.1583, MF1: 0.5637, ACC1: 0.1583, ACC0: 0.9512, Gmean: 0.3880
2025-05-09 21:37:58 - Epoch 87, val mf1: 0.5607, val ACC1: 0.1564, val ACC0: 0.9486, val Gmean: 0.3851 (best 0.5873)
2025-05-09 21:37:58 - Epoch 88 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:37:59 - Epoch 88, 测试集 AUC: 0.6881, PRE: 0.2407, REC: 0.5674, MF1: 0.5622, ACC1: 0.5674, ACC0: 0.6957, Gmean: 0.6283
2025-05-09 21:37:59 - Epoch 88, val mf1: 0.5616, val ACC1: 0.5649, val ACC0: 0.6959, val Gmean: 0.6270 (best 0.5873)
2025-05-09 21:37:59 - Epoch 89 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:37:59 - Epoch 89, 测试集 AUC: 0.6885, PRE: 0.2443, REC: 0.5480, MF1: 0.5670, ACC1: 0.5480, ACC0: 0.7119, Gmean: 0.6246
2025-05-09 21:37:59 - Epoch 89, val mf1: 0.5637, val ACC1: 0.5365, val ACC0: 0.7121, val Gmean: 0.6181 (best 0.5873)
2025-05-09 21:37:59 - Epoch 90 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:37:59 - Epoch 90, 有标签损失: 0.0466, 一致性损失: 0.0000, 伪标签损失: 1.3999, LPL损失: 28.8082, 聚类损失: 6.0295, 总损失: 2.4811
2025-05-09 21:37:59 - Epoch 90, 测试集 AUC: 0.6897, PRE: 0.2469, REC: 0.5277, MF1: 0.5702, ACC1: 0.5277, ACC0: 0.7264, Gmean: 0.6191
2025-05-09 21:37:59 - Epoch 90, val mf1: 0.5663, val ACC1: 0.5167, val ACC0: 0.7255, val Gmean: 0.6123 (best 0.5873)
2025-05-09 21:38:00 - Epoch 91 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:38:00 - Epoch 91, 测试集 AUC: 0.6904, PRE: 0.2501, REC: 0.5053, MF1: 0.5738, ACC1: 0.5053, ACC0: 0.7424, Gmean: 0.6125
2025-05-09 21:38:00 - Epoch 91, val mf1: 0.5690, val ACC1: 0.4989, val ACC0: 0.7382, val Gmean: 0.6069 (best 0.5873)
2025-05-09 21:38:00 - Epoch 92 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:38:00 - Epoch 92, 测试集 AUC: 0.6904, PRE: 0.2538, REC: 0.4861, MF1: 0.5772, ACC1: 0.4861, ACC0: 0.7570, Gmean: 0.6066
2025-05-09 21:38:00 - Epoch 92, val mf1: 0.5720, val ACC1: 0.4819, val ACC0: 0.7512, val Gmean: 0.6016 (best 0.5873)
2025-05-09 21:38:01 - Epoch 93 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:38:01 - Epoch 93, 测试集 AUC: 0.6920, PRE: 0.2559, REC: 0.4764, MF1: 0.5789, ACC1: 0.4764, ACC0: 0.7645, Gmean: 0.6035
2025-05-09 21:38:01 - Epoch 93, val mf1: 0.5727, val ACC1: 0.4681, val ACC0: 0.7591, val Gmean: 0.5961 (best 0.5873)
2025-05-09 21:38:01 - Epoch 94 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:38:01 - Epoch 94, 测试集 AUC: 0.6930, PRE: 0.2562, REC: 0.4667, MF1: 0.5791, ACC1: 0.4667, ACC0: 0.7696, Gmean: 0.5993
2025-05-09 21:38:01 - Epoch 94, val mf1: 0.5741, val ACC1: 0.4613, val ACC0: 0.7647, val Gmean: 0.5939 (best 0.5873)
2025-05-09 21:38:02 - Epoch 95 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:38:02 - Epoch 95, 测试集 AUC: 0.6936, PRE: 0.2568, REC: 0.4656, MF1: 0.5796, ACC1: 0.4656, ACC0: 0.7710, Gmean: 0.5991
2025-05-09 21:38:02 - Epoch 95, val mf1: 0.5736, val ACC1: 0.4571, val ACC0: 0.7661, val Gmean: 0.5918 (best 0.5873)
2025-05-09 21:38:02 - Epoch 96 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:38:02 - Epoch 96, 测试集 AUC: 0.6939, PRE: 0.2565, REC: 0.4685, MF1: 0.5794, ACC1: 0.4685, ACC0: 0.7692, Gmean: 0.6003
2025-05-09 21:38:02 - Epoch 96, val mf1: 0.5741, val ACC1: 0.4626, val ACC0: 0.7641, val Gmean: 0.5946 (best 0.5873)
2025-05-09 21:38:03 - Epoch 97 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:38:03 - Epoch 97, 测试集 AUC: 0.6941, PRE: 0.2560, REC: 0.4737, MF1: 0.5790, ACC1: 0.4737, ACC0: 0.7660, Gmean: 0.6024
2025-05-09 21:38:03 - Epoch 97, val mf1: 0.5745, val ACC1: 0.4686, val ACC0: 0.7616, val Gmean: 0.5974 (best 0.5873)
2025-05-09 21:38:03 - Epoch 98 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 21:38:03 - Epoch 98, 测试集 AUC: 0.6940, PRE: 0.2550, REC: 0.4841, MF1: 0.5782, ACC1: 0.4841, ACC0: 0.7596, Gmean: 0.6064
2025-05-09 21:38:03 - Epoch 98, val mf1: 0.5737, val ACC1: 0.4801, val ACC0: 0.7547, val Gmean: 0.6019 (best 0.5873)
2025-05-09 21:38:04 - Epoch 99 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:38:04 - Epoch 99, 测试集 AUC: 0.6960, PRE: 0.2547, REC: 0.4954, MF1: 0.5779, ACC1: 0.4954, ACC0: 0.7536, Gmean: 0.6110
2025-05-09 21:38:04 - Epoch 99, val mf1: 0.5724, val ACC1: 0.4883, val ACC0: 0.7486, val Gmean: 0.6046 (best 0.5873)
2025-05-09 21:38:04 - Epoch 100 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:38:04 - Epoch 100, 有标签损失: 0.0147, 一致性损失: 0.0000, 伪标签损失: 1.2042, LPL损失: 26.2821, 聚类损失: 5.5143, 总损失: 1.6455
2025-05-09 21:38:04 - Epoch 100, 测试集 AUC: 0.6975, PRE: 0.2542, REC: 0.5001, MF1: 0.5774, ACC1: 0.5001, ACC0: 0.7505, Gmean: 0.6127
2025-05-09 21:38:04 - Epoch 100, val mf1: 0.5726, val ACC1: 0.4956, val ACC0: 0.7453, val Gmean: 0.6078 (best 0.5873)
2025-05-09 21:38:05 - Epoch 101 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:38:05 - Epoch 101, 测试集 AUC: 0.6985, PRE: 0.2526, REC: 0.5082, MF1: 0.5760, ACC1: 0.5082, ACC0: 0.7444, Gmean: 0.6151
2025-05-09 21:38:05 - Epoch 101, val mf1: 0.5717, val ACC1: 0.5057, val ACC0: 0.7390, val Gmean: 0.6113 (best 0.5873)
2025-05-09 21:38:05 - Epoch 102 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-09 21:38:05 - Epoch 102, 测试集 AUC: 0.6989, PRE: 0.2522, REC: 0.5141, MF1: 0.5755, ACC1: 0.5141, ACC0: 0.7408, Gmean: 0.6171
2025-05-09 21:38:05 - Epoch 102, val mf1: 0.5712, val ACC1: 0.5122, val ACC0: 0.7352, val Gmean: 0.6136 (best 0.5873)
2025-05-09 21:38:06 - Epoch 103 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-09 21:38:06 - Epoch 103, 测试集 AUC: 0.6994, PRE: 0.2528, REC: 0.5236, MF1: 0.5758, ACC1: 0.5236, ACC0: 0.7369, Gmean: 0.6212
2025-05-09 21:38:06 - Epoch 103, val mf1: 0.5699, val ACC1: 0.5172, val ACC0: 0.7308, val Gmean: 0.6148 (best 0.5873)
2025-05-09 21:38:06 - Epoch 104 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:38:06 - Epoch 104, 测试集 AUC: 0.7003, PRE: 0.2531, REC: 0.5401, MF1: 0.5758, ACC1: 0.5401, ACC0: 0.7291, Gmean: 0.6275
2025-05-09 21:38:06 - Epoch 104, val mf1: 0.5691, val ACC1: 0.5319, val ACC0: 0.7226, val Gmean: 0.6200 (best 0.5873)
2025-05-09 21:38:07 - Epoch 105 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:38:07 - Epoch 105, 测试集 AUC: 0.7009, PRE: 0.2516, REC: 0.5550, MF1: 0.5738, ACC1: 0.5550, ACC0: 0.7193, Gmean: 0.6318
2025-05-09 21:38:07 - Epoch 105, val mf1: 0.5688, val ACC1: 0.5488, val ACC0: 0.7144, val Gmean: 0.6262 (best 0.5873)
2025-05-09 21:38:07 - Epoch 106 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:38:07 - Epoch 106, 测试集 AUC: 0.7016, PRE: 0.2519, REC: 0.5690, MF1: 0.5737, ACC1: 0.5690, ACC0: 0.7128, Gmean: 0.6368
2025-05-09 21:38:07 - Epoch 106, val mf1: 0.5687, val ACC1: 0.5608, val ACC0: 0.7088, val Gmean: 0.6304 (best 0.5873)
2025-05-09 21:38:07 - Epoch 107 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-09 21:38:08 - Epoch 107, 测试集 AUC: 0.7015, PRE: 0.2514, REC: 0.5764, MF1: 0.5729, ACC1: 0.5764, ACC0: 0.7082, Gmean: 0.6389
2025-05-09 21:38:08 - Epoch 107, val mf1: 0.5685, val ACC1: 0.5672, val ACC0: 0.7056, val Gmean: 0.6326 (best 0.5873)
2025-05-09 21:38:08 - Epoch 108 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-09 21:38:08 - Epoch 108, 测试集 AUC: 0.7001, PRE: 0.3598, REC: 0.1727, MF1: 0.5705, ACC1: 0.1727, ACC0: 0.9478, Gmean: 0.4046
2025-05-09 21:38:08 - Epoch 108, val mf1: 0.5694, val ACC1: 0.1729, val ACC0: 0.9462, val Gmean: 0.4044 (best 0.5873)
2025-05-09 21:38:08 - Epoch 109 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-09 21:38:09 - Epoch 109, 测试集 AUC: 0.7006, PRE: 0.3598, REC: 0.1752, MF1: 0.5715, ACC1: 0.1752, ACC0: 0.9470, Gmean: 0.4073
2025-05-09 21:38:09 - Epoch 109, val mf1: 0.5687, val ACC1: 0.1733, val ACC0: 0.9447, val Gmean: 0.4046 (best 0.5873)
2025-05-09 21:38:09 - Epoch 110 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:38:09 - Epoch 110, 有标签损失: 0.0176, 一致性损失: 0.0000, 伪标签损失: 1.1472, LPL损失: 25.0400, 聚类损失: 4.8879, 总损失: 1.8561
2025-05-09 21:38:09 - Epoch 110, 测试集 AUC: 0.7007, PRE: 0.3616, REC: 0.1763, MF1: 0.5723, ACC1: 0.1763, ACC0: 0.9471, Gmean: 0.4087
2025-05-09 21:38:09 - Epoch 110, val mf1: 0.5674, val ACC1: 0.1715, val ACC0: 0.9445, val Gmean: 0.4025 (best 0.5873)
2025-05-09 21:38:09 - Epoch 111 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:38:10 - Epoch 111, 测试集 AUC: 0.7008, PRE: 0.3621, REC: 0.1763, MF1: 0.5724, ACC1: 0.1763, ACC0: 0.9472, Gmean: 0.4087
2025-05-09 21:38:10 - Epoch 111, val mf1: 0.5673, val ACC1: 0.1696, val ACC0: 0.9459, val Gmean: 0.4006 (best 0.5873)
2025-05-09 21:38:10 - Epoch 112 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:38:10 - Epoch 112, 测试集 AUC: 0.7009, PRE: 0.2515, REC: 0.5660, MF1: 0.5734, ACC1: 0.5660, ACC0: 0.7136, Gmean: 0.6356
2025-05-09 21:38:10 - Epoch 112, val mf1: 0.5668, val ACC1: 0.5539, val ACC0: 0.7089, val Gmean: 0.6266 (best 0.5873)
2025-05-09 21:38:10 - Epoch 113 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:38:11 - Epoch 113, 测试集 AUC: 0.7001, PRE: 0.2523, REC: 0.5516, MF1: 0.5747, ACC1: 0.5516, ACC0: 0.7221, Gmean: 0.6311
2025-05-09 21:38:11 - Epoch 113, val mf1: 0.5681, val ACC1: 0.5401, val ACC0: 0.7173, val Gmean: 0.6224 (best 0.5873)
2025-05-09 21:38:11 - Epoch 114 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-09 21:38:11 - Epoch 114, 测试集 AUC: 0.6992, PRE: 0.2529, REC: 0.5421, MF1: 0.5756, ACC1: 0.5421, ACC0: 0.7278, Gmean: 0.6281
2025-05-09 21:38:11 - Epoch 114, val mf1: 0.5695, val ACC1: 0.5305, val ACC0: 0.7239, val Gmean: 0.6197 (best 0.5873)
2025-05-09 21:38:11 - Epoch 115 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:38:11 - Epoch 115, 测试集 AUC: 0.6983, PRE: 0.2537, REC: 0.5340, MF1: 0.5765, ACC1: 0.5340, ACC0: 0.7330, Gmean: 0.6256
2025-05-09 21:38:11 - Epoch 115, val mf1: 0.5707, val ACC1: 0.5204, val ACC0: 0.7305, val Gmean: 0.6166 (best 0.5873)
2025-05-09 21:38:12 - Epoch 116 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:38:12 - Epoch 116, 测试集 AUC: 0.6967, PRE: 0.2529, REC: 0.5274, MF1: 0.5758, ACC1: 0.5274, ACC0: 0.7351, Gmean: 0.6227
2025-05-09 21:38:12 - Epoch 116, val mf1: 0.5703, val ACC1: 0.5154, val ACC0: 0.7322, val Gmean: 0.6143 (best 0.5873)
2025-05-09 21:38:12 - Epoch 117 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:38:12 - Epoch 117, 测试集 AUC: 0.6953, PRE: 0.2520, REC: 0.5238, MF1: 0.5751, ACC1: 0.5238, ACC0: 0.7357, Gmean: 0.6208
2025-05-09 21:38:12 - Epoch 117, val mf1: 0.5697, val ACC1: 0.5117, val ACC0: 0.7331, val Gmean: 0.6125 (best 0.5873)
2025-05-09 21:38:13 - Epoch 118 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:38:13 - Epoch 118, 测试集 AUC: 0.6942, PRE: 0.2505, REC: 0.5240, MF1: 0.5737, ACC1: 0.5240, ACC0: 0.7335, Gmean: 0.6200
2025-05-09 21:38:13 - Epoch 118, val mf1: 0.5683, val ACC1: 0.5122, val ACC0: 0.7307, val Gmean: 0.6117 (best 0.5873)
2025-05-09 21:38:13 - Epoch 119 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:38:13 - Epoch 119, 测试集 AUC: 0.6939, PRE: 0.2513, REC: 0.5216, MF1: 0.5745, ACC1: 0.5216, ACC0: 0.7358, Gmean: 0.6195
2025-05-09 21:38:13 - Epoch 119, val mf1: 0.5683, val ACC1: 0.5071, val ACC0: 0.7332, val Gmean: 0.6097 (best 0.5873)
2025-05-09 21:38:14 - Epoch 120 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:38:14 - Epoch 120, 有标签损失: 0.0414, 一致性损失: 0.0000, 伪标签损失: 1.1044, LPL损失: 6.7108, 聚类损失: 4.9747, 总损失: 0.7416
2025-05-09 21:38:14 - Epoch 120, 测试集 AUC: 0.6931, PRE: 0.2526, REC: 0.5184, MF1: 0.5757, ACC1: 0.5184, ACC0: 0.7392, Gmean: 0.6190
2025-05-09 21:38:14 - Epoch 120, val mf1: 0.5686, val ACC1: 0.5021, val ACC0: 0.7360, val Gmean: 0.6079 (best 0.5873)
2025-05-09 21:38:14 - Epoch 121 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:38:14 - Epoch 121, 测试集 AUC: 0.6935, PRE: 0.2551, REC: 0.5116, MF1: 0.5781, ACC1: 0.5116, ACC0: 0.7461, Gmean: 0.6178
2025-05-09 21:38:14 - Epoch 121, val mf1: 0.5689, val ACC1: 0.4920, val ACC0: 0.7413, val Gmean: 0.6039 (best 0.5873)
2025-05-09 21:38:14 - Epoch 122 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:38:15 - Epoch 122, 测试集 AUC: 0.6938, PRE: 0.2573, REC: 0.4981, MF1: 0.5801, ACC1: 0.4981, ACC0: 0.7557, Gmean: 0.6135
2025-05-09 21:38:15 - Epoch 122, val mf1: 0.5713, val ACC1: 0.4796, val ACC0: 0.7512, val Gmean: 0.6002 (best 0.5873)
2025-05-09 21:38:15 - Epoch 123 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:38:15 - Epoch 123, 测试集 AUC: 0.6936, PRE: 0.2586, REC: 0.4852, MF1: 0.5812, ACC1: 0.4852, ACC0: 0.7636, Gmean: 0.6087
2025-05-09 21:38:15 - Epoch 123, val mf1: 0.5716, val ACC1: 0.4677, val ACC0: 0.7576, val Gmean: 0.5953 (best 0.5873)
2025-05-09 21:38:15 - Epoch 124 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:38:16 - Epoch 124, 测试集 AUC: 0.6923, PRE: 0.2596, REC: 0.4714, MF1: 0.5819, ACC1: 0.4714, ACC0: 0.7714, Gmean: 0.6031
2025-05-09 21:38:16 - Epoch 124, val mf1: 0.5710, val ACC1: 0.4521, val ACC0: 0.7647, val Gmean: 0.5880 (best 0.5873)
2025-05-09 21:38:16 - Epoch 125 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:38:16 - Epoch 125, 测试集 AUC: 0.6906, PRE: 0.2612, REC: 0.4617, MF1: 0.5830, ACC1: 0.4617, ACC0: 0.7780, Gmean: 0.5994
2025-05-09 21:38:16 - Epoch 125, val mf1: 0.5712, val ACC1: 0.4392, val ACC0: 0.7717, val Gmean: 0.5822 (best 0.5873)
2025-05-09 21:38:16 - Epoch 126 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-09 21:38:17 - Epoch 126, 测试集 AUC: 0.6883, PRE: 0.2610, REC: 0.4541, MF1: 0.5827, ACC1: 0.4541, ACC0: 0.7815, Gmean: 0.5957
2025-05-09 21:38:17 - Epoch 126, val mf1: 0.5716, val ACC1: 0.4310, val ACC0: 0.7767, val Gmean: 0.5786 (best 0.5873)
2025-05-09 21:38:17 - Epoch 127 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:38:17 - Epoch 127, 测试集 AUC: 0.6842, PRE: 0.2608, REC: 0.4459, MF1: 0.5824, ACC1: 0.4459, ACC0: 0.7852, Gmean: 0.5917
2025-05-09 21:38:17 - Epoch 127, val mf1: 0.5723, val ACC1: 0.4237, val ACC0: 0.7816, val Gmean: 0.5755 (best 0.5873)
2025-05-09 21:38:17 - Epoch 128 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:38:18 - Epoch 128, 测试集 AUC: 0.6793, PRE: 0.2579, REC: 0.4328, MF1: 0.5798, ACC1: 0.4328, ACC0: 0.7882, Gmean: 0.5841
2025-05-09 21:38:18 - Epoch 128, val mf1: 0.5708, val ACC1: 0.4149, val ACC0: 0.7841, val Gmean: 0.5704 (best 0.5873)
2025-05-09 21:38:18 - Epoch 129 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-09 21:38:18 - Epoch 129, 测试集 AUC: 0.6780, PRE: 0.2637, REC: 0.4163, MF1: 0.5834, ACC1: 0.4163, ACC0: 0.8023, Gmean: 0.5780
2025-05-09 21:38:18 - Epoch 129, val mf1: 0.5720, val ACC1: 0.3939, val ACC0: 0.7975, val Gmean: 0.5605 (best 0.5873)
2025-05-09 21:38:18 - Epoch 130 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:38:18 - Epoch 130, 有标签损失: 0.0210, 一致性损失: 0.0000, 伪标签损失: 1.1971, LPL损失: 26.9000, 聚类损失: 3.6665, 总损失: 1.9114
2025-05-09 21:38:19 - Epoch 130, 测试集 AUC: 0.6809, PRE: 0.2716, REC: 0.4001, MF1: 0.5877, ACC1: 0.4001, ACC0: 0.8176, Gmean: 0.5719
2025-05-09 21:38:19 - Epoch 130, val mf1: 0.5747, val ACC1: 0.3755, val ACC0: 0.8121, val Gmean: 0.5522 (best 0.5873)
2025-05-09 21:38:19 - Epoch 131 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:38:19 - Epoch 131, 测试集 AUC: 0.6852, PRE: 0.2777, REC: 0.3825, MF1: 0.5901, ACC1: 0.3825, ACC0: 0.8309, Gmean: 0.5637
2025-05-09 21:38:19 - Epoch 131, val mf1: 0.5775, val ACC1: 0.3608, val ACC0: 0.8249, val Gmean: 0.5456 (best 0.5873)
2025-05-09 21:38:19 - Epoch 132 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:38:19 - Epoch 132, 测试集 AUC: 0.6882, PRE: 0.2844, REC: 0.3683, MF1: 0.5925, ACC1: 0.3683, ACC0: 0.8425, Gmean: 0.5570
2025-05-09 21:38:19 - Epoch 132, val mf1: 0.5815, val ACC1: 0.3489, val ACC0: 0.8378, val Gmean: 0.5407 (best 0.5873)
2025-05-09 21:38:20 - Epoch 133 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:38:20 - Epoch 133, 测试集 AUC: 0.6882, PRE: 0.2932, REC: 0.3403, MF1: 0.5937, ACC1: 0.3403, ACC0: 0.8606, Gmean: 0.5411
2025-05-09 21:38:20 - Epoch 133, val mf1: 0.5864, val ACC1: 0.3278, val ACC0: 0.8577, val Gmean: 0.5303 (best 0.5873)
2025-05-09 21:38:20 - Epoch 134 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:38:20 - Epoch 134, 测试集 AUC: 0.6879, PRE: 0.3011, REC: 0.3159, MF1: 0.5937, ACC1: 0.3159, ACC0: 0.8754, Gmean: 0.5258
2025-05-09 21:38:20 - Epoch 134, val mf1: 0.5896, val ACC1: 0.3095, val ACC0: 0.8738, val Gmean: 0.5200 (best 0.5896)
2025-05-09 21:38:21 - Epoch 135 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-09 21:38:21 - Epoch 135, 测试集 AUC: 0.6899, PRE: 0.3235, REC: 0.2786, MF1: 0.5949, ACC1: 0.2786, ACC0: 0.9009, Gmean: 0.5010
2025-05-09 21:38:21 - Epoch 135, val mf1: 0.5896, val ACC1: 0.2691, val ACC0: 0.9002, val Gmean: 0.4922 (best 0.5896)
2025-05-09 21:38:21 - Epoch 136 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:38:21 - Epoch 136, 测试集 AUC: 0.6925, PRE: 0.3520, REC: 0.2436, MF1: 0.5941, ACC1: 0.2436, ACC0: 0.9238, Gmean: 0.4744
2025-05-09 21:38:21 - Epoch 136, val mf1: 0.5861, val ACC1: 0.2315, val ACC0: 0.9219, val Gmean: 0.4620 (best 0.5896)
2025-05-09 21:38:21 - Epoch 137 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:38:22 - Epoch 137, 测试集 AUC: 0.6964, PRE: 0.3765, REC: 0.2041, MF1: 0.5860, ACC1: 0.2041, ACC0: 0.9425, Gmean: 0.4386
2025-05-09 21:38:22 - Epoch 137, val mf1: 0.5790, val ACC1: 0.1944, val ACC0: 0.9410, val Gmean: 0.4277 (best 0.5896)
2025-05-09 21:38:22 - Epoch 138 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:38:22 - Epoch 138, 测试集 AUC: 0.6997, PRE: 0.3944, REC: 0.1736, MF1: 0.5762, ACC1: 0.1736, ACC0: 0.9547, Gmean: 0.4071
2025-05-09 21:38:22 - Epoch 138, val mf1: 0.5712, val ACC1: 0.1660, val ACC0: 0.9546, val Gmean: 0.3980 (best 0.5896)
2025-05-09 21:38:22 - Epoch 139 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-09 21:38:23 - Epoch 139, 测试集 AUC: 0.7014, PRE: 0.2500, REC: 0.5943, MF1: 0.5707, ACC1: 0.5943, ACC0: 0.6970, Gmean: 0.6436
2025-05-09 21:38:23 - Epoch 139, val mf1: 0.5683, val ACC1: 0.5873, val ACC0: 0.6963, val Gmean: 0.6395 (best 0.5896)
2025-05-09 21:38:23 - Epoch 140 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 21:38:23 - Epoch 140, 有标签损失: 0.0375, 一致性损失: 0.0000, 伪标签损失: 1.2813, LPL损失: 24.1346, 聚类损失: 3.7774, 总损失: 1.3445
2025-05-09 21:38:23 - Epoch 140, 测试集 AUC: 0.7026, PRE: 0.2549, REC: 0.5742, MF1: 0.5764, ACC1: 0.5742, ACC0: 0.7147, Gmean: 0.6406
2025-05-09 21:38:23 - Epoch 140, val mf1: 0.5739, val ACC1: 0.5676, val ACC0: 0.7138, val Gmean: 0.6365 (best 0.5896)
2025-05-09 21:38:23 - Epoch 141 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:38:24 - Epoch 141, 测试集 AUC: 0.7036, PRE: 0.2589, REC: 0.5538, MF1: 0.5808, ACC1: 0.5538, ACC0: 0.7305, Gmean: 0.6361
2025-05-09 21:38:24 - Epoch 141, val mf1: 0.5764, val ACC1: 0.5497, val ACC0: 0.7256, val Gmean: 0.6316 (best 0.5896)
2025-05-09 21:38:24 - Epoch 142 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:38:24 - Epoch 142, 测试集 AUC: 0.7064, PRE: 0.2662, REC: 0.5344, MF1: 0.5876, ACC1: 0.5344, ACC0: 0.7495, Gmean: 0.6329
2025-05-09 21:38:24 - Epoch 142, val mf1: 0.5816, val ACC1: 0.5300, val ACC0: 0.7427, val Gmean: 0.6274 (best 0.5896)
2025-05-09 21:38:24 - Epoch 143 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-09 21:38:24 - Epoch 143, 测试集 AUC: 0.7081, PRE: 0.2713, REC: 0.5193, MF1: 0.5917, ACC1: 0.5193, ACC0: 0.7628, Gmean: 0.6294
2025-05-09 21:38:24 - Epoch 143, val mf1: 0.5838, val ACC1: 0.5131, val ACC0: 0.7540, val Gmean: 0.6220 (best 0.5896)
2025-05-09 21:38:25 - Epoch 144 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-09 21:38:25 - Epoch 144, 测试集 AUC: 0.7104, PRE: 0.2758, REC: 0.5064, MF1: 0.5952, ACC1: 0.5064, ACC0: 0.7740, Gmean: 0.6261
2025-05-09 21:38:25 - Epoch 144, val mf1: 0.5855, val ACC1: 0.4966, val ACC0: 0.7644, val Gmean: 0.6161 (best 0.5896)
2025-05-09 21:38:25 - Epoch 145 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-09 21:38:25 - Epoch 145, 测试集 AUC: 0.7117, PRE: 0.2778, REC: 0.4974, MF1: 0.5964, ACC1: 0.4974, ACC0: 0.7801, Gmean: 0.6229
2025-05-09 21:38:25 - Epoch 145, val mf1: 0.5859, val ACC1: 0.4846, val ACC0: 0.7710, val Gmean: 0.6113 (best 0.5896)
2025-05-09 21:38:26 - Epoch 146 伪标签: 正样本: 186 (40.7%), 负样本: 271 (59.3%)
2025-05-09 21:38:26 - Epoch 146, 测试集 AUC: 0.7137, PRE: 0.2811, REC: 0.4920, MF1: 0.5987, ACC1: 0.4920, ACC0: 0.7861, Gmean: 0.6219
2025-05-09 21:38:26 - Epoch 146, val mf1: 0.5890, val ACC1: 0.4787, val ACC0: 0.7784, val Gmean: 0.6104 (best 0.5896)
2025-05-09 21:38:26 - Epoch 147 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:38:26 - Epoch 147, 测试集 AUC: 0.7146, PRE: 0.2835, REC: 0.4868, MF1: 0.6003, ACC1: 0.4868, ACC0: 0.7909, Gmean: 0.6205
2025-05-09 21:38:26 - 更新最佳测试结果 (Epoch 147): AUC 0.7146, PRE 0.2835, REC 0.4868, MF1 0.6003, ACC1 0.4868, ACC0 0.7909, Gmean 0.6205
2025-05-09 21:38:26 - Epoch 147, val mf1: 0.5906, val ACC1: 0.4723, val ACC0: 0.7841, val Gmean: 0.6085 (best 0.5906)
2025-05-09 21:38:26 - Epoch 148 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-09 21:38:27 - Epoch 148, 测试集 AUC: 0.7151, PRE: 0.2846, REC: 0.4848, MF1: 0.6009, ACC1: 0.4848, ACC0: 0.7928, Gmean: 0.6200
2025-05-09 21:38:27 - 更新最佳测试结果 (Epoch 148): AUC 0.7151, PRE 0.2846, REC 0.4848, MF1 0.6009, ACC1 0.4848, ACC0 0.7928, Gmean 0.6200
2025-05-09 21:38:27 - Epoch 148, val mf1: 0.5913, val ACC1: 0.4713, val ACC0: 0.7855, val Gmean: 0.6085 (best 0.5913)
2025-05-09 21:38:27 - Epoch 149 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-09 21:38:27 - Epoch 149, 测试集 AUC: 0.7170, PRE: 0.2884, REC: 0.4721, MF1: 0.6030, ACC1: 0.4721, ACC0: 0.8019, Gmean: 0.6153
2025-05-09 21:38:27 - 更新最佳测试结果 (Epoch 149): AUC 0.7170, PRE 0.2884, REC 0.4721, MF1 0.6030, ACC1 0.4721, ACC0 0.8019, Gmean 0.6153
2025-05-09 21:38:27 - Epoch 149, val mf1: 0.5914, val ACC1: 0.4562, val ACC0: 0.7933, val Gmean: 0.6016 (best 0.5914)
2025-05-09 21:38:27 - Epoch 150 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-09 21:38:28 - Epoch 150, 有标签损失: 0.0288, 一致性损失: 0.0000, 伪标签损失: 1.0799, LPL损失: 22.4806, 聚类损失: 3.0757, 总损失: 1.3598
2025-05-09 21:38:28 - Epoch 150, 测试集 AUC: 0.7180, PRE: 0.2905, REC: 0.4696, MF1: 0.6043, ACC1: 0.4696, ACC0: 0.8051, Gmean: 0.6149
2025-05-09 21:38:28 - 更新最佳测试结果 (Epoch 150): AUC 0.7180, PRE 0.2905, REC 0.4696, MF1 0.6043, ACC1 0.4696, ACC0 0.8051, Gmean 0.6149
2025-05-09 21:38:28 - Epoch 150, val mf1: 0.5925, val ACC1: 0.4525, val ACC0: 0.7968, val Gmean: 0.6005 (best 0.5925)
2025-05-09 21:38:28 - Epoch 151 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:38:28 - Epoch 151, 测试集 AUC: 0.7189, PRE: 0.2907, REC: 0.4717, MF1: 0.6045, ACC1: 0.4717, ACC0: 0.8044, Gmean: 0.6160
2025-05-09 21:38:28 - 更新最佳测试结果 (Epoch 151): AUC 0.7189, PRE 0.2907, REC 0.4717, MF1 0.6045, ACC1 0.4717, ACC0 0.8044, Gmean 0.6160
2025-05-09 21:38:28 - Epoch 151, val mf1: 0.5942, val ACC1: 0.4590, val ACC0: 0.7960, val Gmean: 0.6044 (best 0.5942)
2025-05-09 21:38:28 - Epoch 152 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 21:38:29 - Epoch 152, 测试集 AUC: 0.7187, PRE: 0.2895, REC: 0.4796, MF1: 0.6041, ACC1: 0.4796, ACC0: 0.7999, Gmean: 0.6194
2025-05-09 21:38:29 - Epoch 152, val mf1: 0.5949, val ACC1: 0.4691, val ACC0: 0.7918, val Gmean: 0.6094 (best 0.5949)
2025-05-09 21:38:29 - Epoch 153 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-09 21:38:29 - Epoch 153, 测试集 AUC: 0.7182, PRE: 0.2886, REC: 0.4911, MF1: 0.6040, ACC1: 0.4911, ACC0: 0.7942, Gmean: 0.6245
2025-05-09 21:38:29 - Epoch 153, val mf1: 0.5959, val ACC1: 0.4819, val ACC0: 0.7869, val Gmean: 0.6158 (best 0.5959)
2025-05-09 21:38:29 - Epoch 154 伪标签: 正样本: 177 (38.7%), 负样本: 280 (61.3%)
2025-05-09 21:38:29 - Epoch 154, 测试集 AUC: 0.7195, PRE: 0.2886, REC: 0.4956, MF1: 0.6043, ACC1: 0.4956, ACC0: 0.7923, Gmean: 0.6266
2025-05-09 21:38:29 - 更新最佳测试结果 (Epoch 154): AUC 0.7195, PRE 0.2886, REC 0.4956, MF1 0.6043, ACC1 0.4956, ACC0 0.7923, Gmean 0.6266
2025-05-09 21:38:29 - Epoch 154, val mf1: 0.5972, val ACC1: 0.4888, val ACC0: 0.7855, val Gmean: 0.6196 (best 0.5972)
2025-05-09 21:38:30 - Epoch 155 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-09 21:38:30 - Epoch 155, 测试集 AUC: 0.7199, PRE: 0.2883, REC: 0.5019, MF1: 0.6043, ACC1: 0.5019, ACC0: 0.7894, Gmean: 0.6295
2025-05-09 21:38:30 - 更新最佳测试结果 (Epoch 155): AUC 0.7199, PRE 0.2883, REC 0.5019, MF1 0.6043, ACC1 0.5019, ACC0 0.7894, Gmean 0.6295
2025-05-09 21:38:30 - Epoch 155, val mf1: 0.5978, val ACC1: 0.4938, val ACC0: 0.7840, val Gmean: 0.6222 (best 0.5978)
2025-05-09 21:38:30 - Epoch 156 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-09 21:38:30 - Epoch 156, 测试集 AUC: 0.7198, PRE: 0.2874, REC: 0.5067, MF1: 0.6039, ACC1: 0.5067, ACC0: 0.7864, Gmean: 0.6312
2025-05-09 21:38:30 - Epoch 156, val mf1: 0.5978, val ACC1: 0.4998, val ACC0: 0.7810, val Gmean: 0.6248 (best 0.5978)
2025-05-09 21:38:31 - Epoch 157 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-09 21:38:31 - Epoch 157, 测试集 AUC: 0.7179, PRE: 0.2842, REC: 0.5152, MF1: 0.6018, ACC1: 0.5152, ACC0: 0.7794, Gmean: 0.6337
2025-05-09 21:38:31 - Epoch 157, val mf1: 0.5960, val ACC1: 0.5089, val ACC0: 0.7741, val Gmean: 0.6277 (best 0.5978)
2025-05-09 21:38:31 - Epoch 158 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-09 21:38:31 - Epoch 158, 测试集 AUC: 0.7156, PRE: 0.2800, REC: 0.5247, MF1: 0.5988, ACC1: 0.5247, ACC0: 0.7706, Gmean: 0.6359
2025-05-09 21:38:31 - Epoch 158, val mf1: 0.5939, val ACC1: 0.5172, val ACC0: 0.7670, val Gmean: 0.6298 (best 0.5978)
2025-05-09 21:38:31 - Epoch 159 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:38:32 - Epoch 159, 测试集 AUC: 0.7123, PRE: 0.2760, REC: 0.5319, MF1: 0.5958, ACC1: 0.5319, ACC0: 0.7628, Gmean: 0.6370
2025-05-09 21:38:32 - Epoch 159, val mf1: 0.5906, val ACC1: 0.5245, val ACC0: 0.7587, val Gmean: 0.6309 (best 0.5978)
2025-05-09 21:38:32 - Epoch 160 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 21:38:32 - Epoch 160, 有标签损失: 0.0328, 一致性损失: 0.0000, 伪标签损失: 1.0314, LPL损失: 23.6216, 聚类损失: 2.5906, 总损失: 4.3619
2025-05-09 21:38:32 - Epoch 160, 测试集 AUC: 0.7167, PRE: 0.2778, REC: 0.5376, MF1: 0.5973, ACC1: 0.5376, ACC0: 0.7624, Gmean: 0.6402
2025-05-09 21:38:32 - Epoch 160, val mf1: 0.5919, val ACC1: 0.5300, val ACC0: 0.7581, val Gmean: 0.6339 (best 0.5978)
2025-05-09 21:38:32 - Epoch 161 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-09 21:38:33 - Epoch 161, 测试集 AUC: 0.7197, PRE: 0.2784, REC: 0.5450, MF1: 0.5978, ACC1: 0.5450, ACC0: 0.7598, Gmean: 0.6435
2025-05-09 21:38:33 - Epoch 161, val mf1: 0.5923, val ACC1: 0.5387, val ACC0: 0.7545, val Gmean: 0.6376 (best 0.5978)
2025-05-09 21:38:33 - Epoch 162 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-09 21:38:33 - Epoch 162, 测试集 AUC: 0.7227, PRE: 0.2792, REC: 0.5455, MF1: 0.5985, ACC1: 0.5455, ACC0: 0.7606, Gmean: 0.6441
2025-05-09 21:38:33 - 更新最佳测试结果 (Epoch 162): AUC 0.7227, PRE 0.2792, REC 0.5455, MF1 0.5985, ACC1 0.5455, ACC0 0.7606, Gmean 0.6441
2025-05-09 21:38:33 - Epoch 162, val mf1: 0.5938, val ACC1: 0.5442, val ACC0: 0.7543, val Gmean: 0.6407 (best 0.5978)
2025-05-09 21:38:33 - Epoch 163 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-09 21:38:34 - Epoch 163, 测试集 AUC: 0.7252, PRE: 0.2804, REC: 0.5516, MF1: 0.5996, ACC1: 0.5516, ACC0: 0.7593, Gmean: 0.6472
2025-05-09 21:38:34 - 更新最佳测试结果 (Epoch 163): AUC 0.7252, PRE 0.2804, REC 0.5516, MF1 0.5996, ACC1 0.5516, ACC0 0.7593, Gmean 0.6472
2025-05-09 21:38:34 - Epoch 163, val mf1: 0.5965, val ACC1: 0.5534, val ACC0: 0.7541, val Gmean: 0.6460 (best 0.5978)
2025-05-09 21:38:34 - Epoch 164 伪标签: 正样本: 187 (40.9%), 负样本: 270 (59.1%)
2025-05-09 21:38:34 - Epoch 164, 测试集 AUC: 0.7281, PRE: 0.2836, REC: 0.5622, MF1: 0.6023, ACC1: 0.5622, ACC0: 0.7586, Gmean: 0.6530
2025-05-09 21:38:34 - 更新最佳测试结果 (Epoch 164): AUC 0.7281, PRE 0.2836, REC 0.5622, MF1 0.6023, ACC1 0.5622, ACC0 0.7586, Gmean 0.6530
2025-05-09 21:38:34 - Epoch 164, val mf1: 0.5977, val ACC1: 0.5612, val ACC0: 0.7523, val Gmean: 0.6498 (best 0.5978)
2025-05-09 21:38:34 - Epoch 165 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-09 21:38:35 - Epoch 165, 测试集 AUC: 0.7311, PRE: 0.2841, REC: 0.5744, MF1: 0.6029, ACC1: 0.5744, ACC0: 0.7539, Gmean: 0.6580
2025-05-09 21:38:35 - 更新最佳测试结果 (Epoch 165): AUC 0.7311, PRE 0.2841, REC 0.5744, MF1 0.6029, ACC1 0.5744, ACC0 0.7539, Gmean 0.6580
2025-05-09 21:38:35 - Epoch 165, val mf1: 0.5972, val ACC1: 0.5708, val ACC0: 0.7472, val Gmean: 0.6531 (best 0.5978)
2025-05-09 21:38:35 - Epoch 166 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-09 21:38:35 - Epoch 166, 测试集 AUC: 0.7329, PRE: 0.2826, REC: 0.5920, MF1: 0.6018, ACC1: 0.5920, ACC0: 0.7446, Gmean: 0.6639
2025-05-09 21:38:35 - 更新最佳测试结果 (Epoch 166): AUC 0.7329, PRE 0.2826, REC 0.5920, MF1 0.6018, ACC1 0.5920, ACC0 0.7446, Gmean 0.6639
2025-05-09 21:38:35 - Epoch 166, val mf1: 0.5951, val ACC1: 0.5851, val ACC0: 0.7379, val Gmean: 0.6571 (best 0.5978)
2025-05-09 21:38:35 - Epoch 167 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:38:35 - Epoch 167, 测试集 AUC: 0.7349, PRE: 0.2810, REC: 0.6166, MF1: 0.6003, ACC1: 0.6166, ACC0: 0.7318, Gmean: 0.6718
2025-05-09 21:38:35 - 更新最佳测试结果 (Epoch 167): AUC 0.7349, PRE 0.2810, REC 0.6166, MF1 0.6003, ACC1 0.6166, ACC0 0.7318, Gmean 0.6718
2025-05-09 21:38:35 - Epoch 167, val mf1: 0.5946, val ACC1: 0.6130, val ACC0: 0.7250, val Gmean: 0.6667 (best 0.5978)
2025-05-09 21:38:36 - Epoch 168 伪标签: 正样本: 174 (38.1%), 负样本: 283 (61.9%)
2025-05-09 21:38:36 - Epoch 168, 测试集 AUC: 0.7352, PRE: 0.2767, REC: 0.6367, MF1: 0.5960, ACC1: 0.6367, ACC0: 0.7171, Gmean: 0.6757
2025-05-09 21:38:36 - 更新最佳测试结果 (Epoch 168): AUC 0.7352, PRE 0.2767, REC 0.6367, MF1 0.5960, ACC1 0.6367, ACC0 0.7171, Gmean 0.6757
2025-05-09 21:38:36 - Epoch 168, val mf1: 0.5921, val ACC1: 0.6364, val ACC0: 0.7114, val Gmean: 0.6729 (best 0.5978)
2025-05-09 21:38:36 - Epoch 169 伪标签: 正样本: 180 (39.4%), 负样本: 277 (60.6%)
2025-05-09 21:38:36 - Epoch 169, 测试集 AUC: 0.7358, PRE: 0.2726, REC: 0.6561, MF1: 0.5915, ACC1: 0.6561, ACC0: 0.7024, Gmean: 0.6789
2025-05-09 21:38:36 - 更新最佳测试结果 (Epoch 169): AUC 0.7358, PRE 0.2726, REC 0.6561, MF1 0.5915, ACC1 0.6561, ACC0 0.7024, Gmean 0.6789
2025-05-09 21:38:36 - Epoch 169, val mf1: 0.5897, val ACC1: 0.6602, val ACC0: 0.6981, val Gmean: 0.6789 (best 0.5978)
2025-05-09 21:38:37 - Epoch 170 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-09 21:38:37 - Epoch 170, 有标签损失: 0.0459, 一致性损失: 0.0000, 伪标签损失: 0.9832, LPL损失: 27.0518, 聚类损失: 2.9511, 总损失: 1.9497
2025-05-09 21:38:37 - Epoch 170, 测试集 AUC: 0.7359, PRE: 0.4017, REC: 0.2490, MF1: 0.6075, ACC1: 0.2490, ACC0: 0.9369, Gmean: 0.4830
2025-05-09 21:38:37 - 更新最佳测试结果 (Epoch 170): AUC 0.7359, PRE 0.4017, REC 0.2490, MF1 0.6075, ACC1 0.2490, ACC0 0.9369, Gmean 0.4830
2025-05-09 21:38:37 - Epoch 170, val mf1: 0.5949, val ACC1: 0.2247, val ACC0: 0.9385, val Gmean: 0.4592 (best 0.5978)
2025-05-09 21:38:37 - Epoch 171 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-09 21:38:37 - Epoch 171, 测试集 AUC: 0.7355, PRE: 0.3834, REC: 0.2782, MF1: 0.6127, ACC1: 0.2782, ACC0: 0.9240, Gmean: 0.5070
2025-05-09 21:38:37 - Epoch 171, val mf1: 0.5995, val ACC1: 0.2526, val ACC0: 0.9245, val Gmean: 0.4833 (best 0.5995)
2025-05-09 21:38:37 - Epoch 172 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:38:38 - Epoch 172, 测试集 AUC: 0.7346, PRE: 0.3641, REC: 0.3068, MF1: 0.6150, ACC1: 0.3068, ACC0: 0.9089, Gmean: 0.5281
2025-05-09 21:38:38 - Epoch 172, val mf1: 0.6053, val ACC1: 0.2902, val ACC0: 0.9070, val Gmean: 0.5131 (best 0.6053)
2025-05-09 21:38:38 - Epoch 173 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 21:38:38 - Epoch 173, 测试集 AUC: 0.7333, PRE: 0.3562, REC: 0.3382, MF1: 0.6196, ACC1: 0.3382, ACC0: 0.8961, Gmean: 0.5505
2025-05-09 21:38:38 - Epoch 173, val mf1: 0.6085, val ACC1: 0.3205, val ACC0: 0.8924, val Gmean: 0.5348 (best 0.6085)
2025-05-09 21:38:38 - Epoch 174 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:38:39 - Epoch 174, 测试集 AUC: 0.7315, PRE: 0.3466, REC: 0.3728, MF1: 0.6227, ACC1: 0.3728, ACC0: 0.8806, Gmean: 0.5729
2025-05-09 21:38:39 - Epoch 174, val mf1: 0.6142, val ACC1: 0.3599, val ACC0: 0.8767, val Gmean: 0.5617 (best 0.6142)
2025-05-09 21:38:39 - Epoch 175 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-09 21:38:39 - Epoch 175, 测试集 AUC: 0.7293, PRE: 0.3342, REC: 0.3981, MF1: 0.6214, ACC1: 0.3981, ACC0: 0.8652, Gmean: 0.5869
2025-05-09 21:38:39 - Epoch 175, val mf1: 0.6148, val ACC1: 0.3888, val ACC0: 0.8615, val Gmean: 0.5788 (best 0.6148)
2025-05-09 21:38:39 - Epoch 176 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-09 21:38:40 - Epoch 176, 测试集 AUC: 0.7269, PRE: 0.3263, REC: 0.4274, MF1: 0.6215, ACC1: 0.4274, ACC0: 0.8500, Gmean: 0.6027
2025-05-09 21:38:40 - Epoch 176, val mf1: 0.6124, val ACC1: 0.4149, val ACC0: 0.8443, val Gmean: 0.5919 (best 0.6148)
2025-05-09 21:38:40 - Epoch 177 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 21:38:40 - Epoch 177, 测试集 AUC: 0.7240, PRE: 0.3164, REC: 0.4541, MF1: 0.6191, ACC1: 0.4541, ACC0: 0.8333, Gmean: 0.6151
2025-05-09 21:38:40 - Epoch 177, val mf1: 0.6105, val ACC1: 0.4420, val ACC0: 0.8277, val Gmean: 0.6048 (best 0.6148)
2025-05-09 21:38:40 - Epoch 178 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:38:41 - Epoch 178, 测试集 AUC: 0.7210, PRE: 0.3078, REC: 0.4809, MF1: 0.6162, ACC1: 0.4809, ACC0: 0.8161, Gmean: 0.6265
2025-05-09 21:38:41 - Epoch 178, val mf1: 0.6053, val ACC1: 0.4580, val ACC0: 0.8123, val Gmean: 0.6100 (best 0.6148)
2025-05-09 21:38:41 - Epoch 179 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:38:41 - Epoch 179, 测试集 AUC: 0.7187, PRE: 0.3028, REC: 0.4823, MF1: 0.6132, ACC1: 0.4823, ACC0: 0.8113, Gmean: 0.6255
2025-05-09 21:38:41 - Epoch 179, val mf1: 0.6040, val ACC1: 0.4645, val ACC0: 0.8072, val Gmean: 0.6123 (best 0.6148)
2025-05-09 21:38:41 - Epoch 180 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 21:38:41 - Epoch 180, 有标签损失: 0.0167, 一致性损失: 0.0000, 伪标签损失: 1.0124, LPL损失: 26.3918, 聚类损失: 2.0381, 总损失: 2.3104
2025-05-09 21:38:42 - Epoch 180, 测试集 AUC: 0.7180, PRE: 0.2992, REC: 0.4879, MF1: 0.6111, ACC1: 0.4879, ACC0: 0.8057, Gmean: 0.6270
2025-05-09 21:38:42 - Epoch 180, val mf1: 0.6063, val ACC1: 0.4759, val ACC0: 0.8048, val Gmean: 0.6189 (best 0.6148)
2025-05-09 21:38:42 - Epoch 181 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:38:42 - Epoch 181, 测试集 AUC: 0.7160, PRE: 0.2980, REC: 0.4823, MF1: 0.6100, ACC1: 0.4823, ACC0: 0.8069, Gmean: 0.6238
2025-05-09 21:38:42 - Epoch 181, val mf1: 0.6057, val ACC1: 0.4713, val ACC0: 0.8063, val Gmean: 0.6165 (best 0.6148)
2025-05-09 21:38:42 - Epoch 182 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-09 21:38:42 - Epoch 182, 测试集 AUC: 0.7138, PRE: 0.2955, REC: 0.4872, MF1: 0.6086, ACC1: 0.4872, ACC0: 0.8025, Gmean: 0.6253
2025-05-09 21:38:42 - Epoch 182, val mf1: 0.6046, val ACC1: 0.4759, val ACC0: 0.8024, val Gmean: 0.6180 (best 0.6148)
2025-05-09 21:38:43 - Epoch 183 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-09 21:38:43 - Epoch 183, 测试集 AUC: 0.7112, PRE: 0.2998, REC: 0.4678, MF1: 0.6102, ACC1: 0.4678, ACC0: 0.8143, Gmean: 0.6172
2025-05-09 21:38:43 - Epoch 183, val mf1: 0.6062, val ACC1: 0.4580, val ACC0: 0.8135, val Gmean: 0.6104 (best 0.6148)
2025-05-09 21:38:43 - Epoch 184 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-09 21:38:43 - Epoch 184, 测试集 AUC: 0.7085, PRE: 0.3053, REC: 0.4565, MF1: 0.6128, ACC1: 0.4565, ACC0: 0.8234, Gmean: 0.6131
2025-05-09 21:38:43 - Epoch 184, val mf1: 0.6070, val ACC1: 0.4425, val ACC0: 0.8226, val Gmean: 0.6033 (best 0.6148)
2025-05-09 21:38:44 - Epoch 185 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:38:44 - Epoch 185, 测试集 AUC: 0.7088, PRE: 0.3156, REC: 0.4389, MF1: 0.6171, ACC1: 0.4389, ACC0: 0.8382, Gmean: 0.6065
2025-05-09 21:38:44 - Epoch 185, val mf1: 0.6117, val ACC1: 0.4260, val ACC0: 0.8377, val Gmean: 0.5973 (best 0.6148)
2025-05-09 21:38:44 - Epoch 186 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 21:38:44 - Epoch 186, 测试集 AUC: 0.7087, PRE: 0.3228, REC: 0.4202, MF1: 0.6188, ACC1: 0.4202, ACC0: 0.8501, Gmean: 0.5977
2025-05-09 21:38:44 - Epoch 186, val mf1: 0.6135, val ACC1: 0.4108, val ACC0: 0.8480, val Gmean: 0.5902 (best 0.6148)
2025-05-09 21:38:45 - Epoch 187 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:38:45 - Epoch 187, 测试集 AUC: 0.7133, PRE: 0.3291, REC: 0.4136, MF1: 0.6212, ACC1: 0.4136, ACC0: 0.8566, Gmean: 0.5953
2025-05-09 21:38:45 - Epoch 187, val mf1: 0.6174, val ACC1: 0.4108, val ACC0: 0.8532, val Gmean: 0.5920 (best 0.6174)
2025-05-09 21:38:45 - Epoch 188 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 21:38:45 - Epoch 188, 测试集 AUC: 0.7167, PRE: 0.3368, REC: 0.4039, MF1: 0.6235, ACC1: 0.4039, ACC0: 0.8648, Gmean: 0.5910
2025-05-09 21:38:45 - Epoch 188, val mf1: 0.6199, val ACC1: 0.4007, val ACC0: 0.8618, val Gmean: 0.5877 (best 0.6199)
2025-05-09 21:38:45 - Epoch 189 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:38:46 - Epoch 189, 测试集 AUC: 0.7236, PRE: 0.3389, REC: 0.4114, MF1: 0.6256, ACC1: 0.4114, ACC0: 0.8636, Gmean: 0.5960
2025-05-09 21:38:46 - Epoch 189, val mf1: 0.6232, val ACC1: 0.4131, val ACC0: 0.8596, val Gmean: 0.5959 (best 0.6232)
2025-05-09 21:38:46 - Epoch 190 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-09 21:38:46 - Epoch 190, 有标签损失: 0.0231, 一致性损失: 0.0000, 伪标签损失: 0.9941, LPL损失: 28.1545, 聚类损失: 1.9472, 总损失: 3.6821
2025-05-09 21:38:46 - Epoch 190, 测试集 AUC: 0.7308, PRE: 0.3432, REC: 0.4249, MF1: 0.6297, ACC1: 0.4249, ACC0: 0.8618, Gmean: 0.6051
2025-05-09 21:38:46 - Epoch 190, val mf1: 0.6275, val ACC1: 0.4264, val ACC0: 0.8583, val Gmean: 0.6050 (best 0.6275)
2025-05-09 21:38:46 - Epoch 191 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-09 21:38:47 - Epoch 191, 测试集 AUC: 0.7369, PRE: 0.3442, REC: 0.4373, MF1: 0.6319, ACC1: 0.4373, ACC0: 0.8584, Gmean: 0.6127
2025-05-09 21:38:47 - 更新最佳测试结果 (Epoch 191): AUC 0.7369, PRE 0.3442, REC 0.4373, MF1 0.6319, ACC1 0.4373, ACC0 0.8584, Gmean 0.6127
2025-05-09 21:38:47 - Epoch 191, val mf1: 0.6301, val ACC1: 0.4406, val ACC0: 0.8544, val Gmean: 0.6136 (best 0.6301)
2025-05-09 21:38:47 - Epoch 192 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-09 21:38:47 - Epoch 192, 测试集 AUC: 0.7423, PRE: 0.3463, REC: 0.4407, MF1: 0.6334, ACC1: 0.4407, ACC0: 0.8586, Gmean: 0.6152
2025-05-09 21:38:47 - 更新最佳测试结果 (Epoch 192): AUC 0.7423, PRE 0.3463, REC 0.4407, MF1 0.6334, ACC1 0.4407, ACC0 0.8586, Gmean 0.6152
2025-05-09 21:38:47 - Epoch 192, val mf1: 0.6326, val ACC1: 0.4448, val ACC0: 0.8555, val Gmean: 0.6168 (best 0.6326)
2025-05-09 21:38:47 - Epoch 193 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-09 21:38:48 - Epoch 193, 测试集 AUC: 0.7464, PRE: 0.3476, REC: 0.4432, MF1: 0.6344, ACC1: 0.4432, ACC0: 0.8586, Gmean: 0.6169
2025-05-09 21:38:48 - 更新最佳测试结果 (Epoch 193): AUC 0.7464, PRE 0.3476, REC 0.4432, MF1 0.6344, ACC1 0.4432, ACC0 0.8586, Gmean 0.6169
2025-05-09 21:38:48 - Epoch 193, val mf1: 0.6342, val ACC1: 0.4493, val ACC0: 0.8553, val Gmean: 0.6199 (best 0.6342)
2025-05-09 21:38:48 - Epoch 194 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 21:38:48 - Epoch 194, 测试集 AUC: 0.7475, PRE: 0.3542, REC: 0.4227, MF1: 0.6345, ACC1: 0.4227, ACC0: 0.8690, Gmean: 0.6061
2025-05-09 21:38:48 - 更新最佳测试结果 (Epoch 194): AUC 0.7475, PRE 0.3542, REC 0.4227, MF1 0.6345, ACC1 0.4227, ACC0 0.8690, Gmean 0.6061
2025-05-09 21:38:48 - Epoch 194, val mf1: 0.6334, val ACC1: 0.4273, val ACC0: 0.8653, val Gmean: 0.6081 (best 0.6342)
2025-05-09 21:38:48 - Epoch 195 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-09 21:38:49 - Epoch 195, 测试集 AUC: 0.7480, PRE: 0.3583, REC: 0.4080, MF1: 0.6339, ACC1: 0.4080, ACC0: 0.8758, Gmean: 0.5978
2025-05-09 21:38:49 - 更新最佳测试结果 (Epoch 195): AUC 0.7480, PRE 0.3583, REC 0.4080, MF1 0.6339, ACC1 0.4080, ACC0 0.8758, Gmean 0.5978
2025-05-09 21:38:49 - Epoch 195, val mf1: 0.6320, val ACC1: 0.4113, val ACC0: 0.8718, val Gmean: 0.5988 (best 0.6342)
2025-05-09 21:38:49 - Epoch 196 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-09 21:38:49 - Epoch 196, 测试集 AUC: 0.7482, PRE: 0.3611, REC: 0.3963, MF1: 0.6330, ACC1: 0.3963, ACC0: 0.8808, Gmean: 0.5908
2025-05-09 21:38:49 - 更新最佳测试结果 (Epoch 196): AUC 0.7482, PRE 0.3611, REC 0.3963, MF1 0.6330, ACC1 0.3963, ACC0 0.8808, Gmean 0.5908
2025-05-09 21:38:49 - Epoch 196, val mf1: 0.6307, val ACC1: 0.3975, val ACC0: 0.8773, val Gmean: 0.5906 (best 0.6342)
2025-05-09 21:38:49 - Epoch 197 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-09 21:38:49 - Epoch 197, 测试集 AUC: 0.7487, PRE: 0.3633, REC: 0.3931, MF1: 0.6334, ACC1: 0.3931, ACC0: 0.8829, Gmean: 0.5891
2025-05-09 21:38:49 - 更新最佳测试结果 (Epoch 197): AUC 0.7487, PRE 0.3633, REC 0.3931, MF1 0.6334, ACC1 0.3931, ACC0 0.8829, Gmean 0.5891
2025-05-09 21:38:49 - Epoch 197, val mf1: 0.6315, val ACC1: 0.3948, val ACC0: 0.8798, val Gmean: 0.5893 (best 0.6342)
2025-05-09 21:38:50 - Epoch 198 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 21:38:50 - Epoch 198, 测试集 AUC: 0.7491, PRE: 0.3640, REC: 0.3877, MF1: 0.6326, ACC1: 0.3877, ACC0: 0.8849, Gmean: 0.5857
2025-05-09 21:38:50 - 更新最佳测试结果 (Epoch 198): AUC 0.7491, PRE 0.3640, REC 0.3877, MF1 0.6326, ACC1 0.3877, ACC0 0.8849, Gmean 0.5857
2025-05-09 21:38:50 - Epoch 198, val mf1: 0.6309, val ACC1: 0.3911, val ACC0: 0.8809, val Gmean: 0.5870 (best 0.6342)
2025-05-09 21:38:50 - Epoch 199 伪标签: 正样本: 182 (39.8%), 负样本: 275 (60.2%)
2025-05-09 21:38:50 - Epoch 199, 测试集 AUC: 0.7493, PRE: 0.3680, REC: 0.3841, MF1: 0.6335, ACC1: 0.3841, ACC0: 0.8879, Gmean: 0.5840
2025-05-09 21:38:50 - 更新最佳测试结果 (Epoch 199): AUC 0.7493, PRE 0.3680, REC 0.3841, MF1 0.6335, ACC1 0.3841, ACC0 0.8879, Gmean 0.5840
2025-05-09 21:38:50 - Epoch 199, val mf1: 0.6315, val ACC1: 0.3874, val ACC0: 0.8837, val Gmean: 0.5851 (best 0.6342)
2025-05-09 21:38:50 - time cost: 96.64 s
2025-05-09 21:38:50 - 基于验证集最佳模型的测试结果: REC 44.32 PRE 34.76 MF1 63.44 AUC 74.64 ACC1 44.32 ACC0 85.86 Gmean 61.69
2025-05-09 21:38:50 - 测试集上观察到的最佳结果 (Epoch 199): AUC 74.93 PRE 36.80 REC 38.41 MF1 63.35 ACC1 38.41 ACC0 88.79 Gmean 58.40
